Training in /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Kaon/Upstream Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Kaon/Upstream/GlobalPID_Kaon_Upstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Kaon/Upstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Kaon/Upstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Kaon/Upstream/NB.txt Training Host = lxplus436.cern.ch Particle type = kaon Background types = all Training Mix = NaturalMix Track type = Upstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Kaon_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 24 nodes, hidden layer has 27 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 ********************************************* * This product is licenced for educational * * and scientific use only. Commercial use * * is prohibited ! * ********************************************* Your number of nodes in the input layer is: 24 Your number of nodes in the hidden layer is: 27 Your number of nodes in the output layer is: 1 You want to do classification You want to fix prepro shape to 6. order (DIA) and transform each node to diagonal You want to use fit alternative 2 for diag fit You use ASR+ARD for regularisation You use entropy as a loss function You do not want to use the BFGS algorithm You want to include the deviation from the diagonal in the error function global preprocessing flag: 621 You want to use the global preprocessing flag 21 You use momentum: 0.0000000 Input 2 NumProtoParticles PreproFlag 19 Input 3 TrackP PreproFlag 34 Input 4 TrackPt PreproFlag 34 Input 5 TrackChi2PerDof PreproFlag 14 Input 6 TrackNumDof PreproFlag 19 Input 7 TrackLikelihood PreproFlag 34 Input 8 TrackGhostProbability PreproFlag 34 Input 9 TrackCloneDist PreproFlag 34 Input 10 TrackFitVeloChi2 PreproFlag 14 Input 11 TrackFitVeloNDoF PreproFlag 19 Input 12 RichUsedAero PreproFlag 18 Input 13 RichUsedR1Gas PreproFlag 18 Input 14 RichAbovePiThres PreproFlag 18 Input 15 RichAboveKaThres PreproFlag 18 Input 16 RichAbovePrThres PreproFlag 18 Input 17 RichDLLe PreproFlag 34 Input 18 RichDLLmu PreproFlag 34 Input 19 RichDLLk PreproFlag 34 Input 20 RichDLLp PreproFlag 34 Input 21 RichDLLbt PreproFlag 34 Input 22 InAccBrem PreproFlag 19 Input 23 BremPIDe PreproFlag 34 Input 24 VeloCharge PreproFlag 34 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Found 5016459 training data points Read entry 501645 (9.99998%) Read entry 1003290 (20%) Read entry 1504935 (29.9999%) Read entry 2006580 (39.9999%) Read entry 2508225 (49.9999%) Read entry 3009870 (59.9999%) Read entry 3511515 (69.9999%) Read entry 4013160 (79.9999%) Read entry 4514805 (89.9998%) Read entry 5016450 (99.9998%) Considered 5016459 tracks for input to NN training Sel. Eff. = 15.3957% Selected 772320 tracks for input to NN training ghost percentage = 31.254% electron percentage = 4.90095% muon percentage = 0.306868% pion percentage = 53.4443% kaon percentage = 7.06508% Unknown Particle type 411 percentage = 0.00038844% Unknown Particle type 431 percentage = 0.00012948% Unknown Particle type 521 percentage = 0.00012948% proton percentage = 2.93674% Unknown Particle type 3112 percentage = 0.0337943% Unknown Particle type 3222 percentage = 0.0280972% Unknown Particle type 3312 percentage = 0.0130775% Unknown Particle type 3334 percentage = 0.00077688% Unknown Particle type 1000010020 percentage = 0.00246012% Unknown Particle type 1000010030 percentage = 0.00297804% Unknown Particle type 1000020040 percentage = 0.0102289% Starting Training. << hh tt >> << hh ii tt >> << hh tttttt >> << ppppp hhhhhh ii tt >> << pp pp hhh hh ii ----- tt >> << pp pp hh hh ii ----- tt >> << ppppp hh hh ii tt >> pp pp ////////////////////////////// pp \\\\\\\\\\\\\\\\\\\\\\\\\\\\\\ Phi-T(R) NeuroBayes(R) Teacher Algorithms by Michael Feindt Implementation by Phi-T GmbH 2001-2011 Copyright Phi-T GmbH Version 20120322 Library compiled with: Number of Events= 772320 NB_MAXNODE = 150 ----------------------------------- preprocessing flags/parameters: individual preprocessing: variable # 2 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 3 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 4 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 5 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 6 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 7 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 8 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 9 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 10 : PreproFlag = 14 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 11 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 12 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 13 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 14 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 15 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 16 : PreproFlag = 18 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 17 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 18 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 19 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 20 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 21 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 22 : PreproFlag = 19 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 23 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 variable # 24 : PreproFlag = 34 parameter # 1 = 0.0000000 parameter # 2 = 0.0000000 parameter # 3 = 0.0000000 parameter # 4 = 0.0000000 parameter # 5 = 0.0000000 parameter # 6 = 0.0000000 parameter # 7 = 0.0000000 parameter # 8 = 0.0000000 parameter # 9 = 0.0000000 parameter # 10 = 0.0000000 Using weight factor: 1.00000000000000000 now perform preprocessing *** called with option 21 *** This will do for you: *** input variable equalisation *** to flat distribution with mean=0 and sigma=1 *** Then variables are decorrelated *** and rotated that all correlation to performance is in 2. input node Signal fraction: 7.0650764 % ------------------------------ Transdef: Tab for variable 1 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 -1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 ------------------------------ Transdef: Tab for variable 2 4.0000000 25.000000 29.000000 33.000000 35.000000 37.000000 39.000000 41.000000 43.000000 44.000000 46.000000 47.000000 49.000000 50.000000 51.000000 52.000000 53.000000 55.000000 56.000000 57.000000 58.000000 59.000000 60.000000 61.000000 62.000000 63.000000 64.000000 65.000000 66.000000 67.000000 68.000000 69.000000 70.000000 71.000000 72.000000 73.000000 74.000000 75.000000 76.000000 77.000000 78.000000 79.000000 80.000000 81.000000 81.000000 82.000000 83.000000 84.000000 85.000000 86.000000 87.000000 88.000000 89.000000 90.000000 91.000000 92.000000 93.000000 94.000000 95.000000 96.000000 97.000000 98.000000 99.000000 101.00000 102.00000 103.00000 104.00000 105.00000 106.00000 108.00000 109.00000 110.00000 111.00000 113.00000 114.00000 115.00000 117.00000 118.00000 120.00000 121.00000 123.00000 125.00000 126.00000 128.00000 130.00000 132.00000 135.00000 137.00000 139.00000 142.00000 145.00000 149.00000 152.00000 156.00000 161.00000 166.00000 173.00000 181.00000 191.00000 209.00000 407.00000 build map for variable # 2 NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 312.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 313.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 341.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 345.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 375.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 383.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 386.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 387.00000 Unregularised mean is returned NB_MapRegMean: WARNING Variance of mean targets is zero in map id 2 for key 390.00000 Unregularised mean is returned ------------------------------ Transdef: Tab for variable 3 226.37000 514.89502 567.52002 607.59998 640.98499 670.82001 698.53003 724.23999 748.34998 771.37000 793.32001 814.52002 835.53003 856.29999 876.76501 896.95001 916.78998 936.46997 956.15997 975.45001 995.06000 1014.5350 1034.2500 1053.8800 1073.6851 1093.2300 1112.8300 1132.8101 1152.7800 1173.1899 1193.1550 1213.2300 1233.1899 1254.0000 1274.9900 1295.9650 1317.4700 1339.4200 1361.8700 1383.6899 1406.3149 1429.4550 1452.9750 1476.8450 1501.2400 1525.8900 1551.4700 1577.5601 1604.3199 1631.2300 1659.3600 1687.8600 1717.4800 1747.9301 1778.6300 1810.3300 1842.8700 1876.9050 1910.9850 1947.4399 1984.9150 2023.9700 2064.2300 2106.4500 2150.2000 2196.1348 2243.0701 2294.2300 2347.0400 2403.9751 2464.4551 2527.4199 2595.6548 2669.1499 2749.4099 2833.5049 2924.7000 3025.0801 3135.4448 3253.9299 3388.4751 3536.7949 3711.7200 3906.8799 4129.6201 4388.4648 4688.2998 5046.8550 5474.4102 5988.2646 6607.2148 7349.1299 8275.8398 9423.2793 10873.075 12690.450 15085.064 18350.871 23629.789 35141.703 4840366.5 do regularised spline fit for input variable # 3 build map for variable # 3 warning: map is empty for variable 3 ------------------------------ Transdef: Tab for variable 4 0.71040547 18.998266 25.029394 29.817083 34.086815 38.072899 41.942284 45.705200 49.357372 52.998123 56.581856 60.127853 63.595406 67.075806 70.571953 74.110985 77.641495 81.217491 84.853622 88.536903 92.305420 96.042892 99.765694 103.59299 107.45895 111.32054 115.20042 119.09923 123.19179 127.20603 131.27023 135.38664 139.47900 143.71446 147.91742 152.23279 156.59637 160.95825 165.40314 169.93593 174.51526 179.09683 183.72760 188.37357 193.06277 197.90239 202.71222 207.66299 212.73906 217.93939 223.17793 228.46497 233.81461 239.26770 244.82269 250.54233 256.52286 262.50067 268.62689 274.97107 281.52341 288.17010 294.92975 301.88824 309.08896 316.53198 324.11035 332.10022 340.21954 348.55649 357.18561 366.26111 375.77228 385.39844 395.55188 405.84048 416.58121 427.91010 439.94193 452.57166 465.98080 479.58655 494.59448 510.24969 527.57861 546.09033 566.93030 589.25049 614.06323 641.27209 672.12543 708.62927 750.16937 799.88269 860.72363 939.30994 1044.4626 1200.3441 1469.8967 2150.4204 994541.06 do regularised spline fit for input variable # 4 build map for variable # 4 warning: map is empty for variable 4 ------------------------------ Transdef: Tab for variable 5 3.05519532E-03 0.15486994 0.20630372 0.24315959 0.27337432 0.30026203 0.32476443 0.34690422 0.36744100 0.38692361 0.40532398 0.42251408 0.43935937 0.45539698 0.47130072 0.48649335 0.50127321 0.51580238 0.52980244 0.54394293 0.55775058 0.57140785 0.58497971 0.59820473 0.61115426 0.62423861 0.63698518 0.64974916 0.66250730 0.67516017 0.68795729 0.70060635 0.71337962 0.72582728 0.73843944 0.75074714 0.76312411 0.77558237 0.78797734 0.80024803 0.81322563 0.82592976 0.83863592 0.85121268 0.86405885 0.87689495 0.89006507 0.90322769 0.91643733 0.92956924 0.94292152 0.95671916 0.97080553 0.98476946 0.99893004 1.0130451 1.0276854 1.0421243 1.0569758 1.0720754 1.0874982 1.1033230 1.1195015 1.1359428 1.1526418 1.1695535 1.1868864 1.2045417 1.2229257 1.2419071 1.2612002 1.2809125 1.3014629 1.3222556 1.3435241 1.3660579 1.3888900 1.4124186 1.4369431 1.4627891 1.4903271 1.5190074 1.5488577 1.5800207 1.6137779 1.6482010 1.6853607 1.7257160 1.7679839 1.8142285 1.8633366 1.9160552 1.9744887 2.0399737 2.1100893 2.1905642 2.2802866 2.3865786 2.5134978 2.6797657 2.9985514 do regularised spline fit for input variable # 5 ------------------------------ Transdef: Tab for variable 6 4.0000000 4.0000000 4.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 10.0000000 10.0000000 10.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 11.000000 12.000000 12.000000 12.000000 12.000000 12.000000 12.000000 12.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 13.000000 14.000000 14.000000 14.000000 14.000000 15.000000 15.000000 15.000000 15.000000 16.000000 17.000000 18.000000 29.000000 build map for variable # 6 ------------------------------ Transdef: Tab for variable 7 -99.187744 -27.266464 -20.046114 -15.731812 -13.380541 -11.984915 -11.009474 -10.259741 -9.6652985 -9.1762085 -8.7625189 -8.3921413 -8.0755653 -7.7974043 -7.5282917 -7.2755928 -7.0408688 -6.8192844 -6.6155849 -6.4304142 -6.2515001 -6.0819473 -5.9281950 -5.7788062 -5.6394486 -5.5060825 -5.3835254 -5.2641950 -5.1482034 -5.0292120 -4.9103227 -4.8016701 -4.6987820 -4.6043777 -4.5160208 -4.4351606 -4.3553858 -4.2796073 -4.2049952 -4.1300001 -4.0513115 -3.9675169 -3.8804135 -3.7928441 -3.7067008 -3.6243744 -3.5439773 -3.4647288 -3.3862047 -3.3064830 -3.2245917 -3.1432848 -3.0647554 -2.9937158 -2.9256425 -2.8614259 -2.8001866 -2.7393394 -2.6804075 -2.6209617 -2.5617986 -2.5028248 -2.4462311 -2.3928640 -2.3419566 -2.2939243 -2.2476139 -2.2043509 -2.1611900 -2.1189251 -2.0770741 -2.0357213 -1.9946733 -1.9518496 -1.9105344 -1.8695724 -1.8275788 -1.7872380 -1.7441918 -1.7018530 -1.6601105 -1.6176342 -1.5765326 -1.5359625 -1.4971771 -1.4596143 -1.4227855 -1.3874848 -1.3535397 -1.3197353 -1.2855923 -1.2532527 -1.2210244 -1.1848173 -1.1502988 -1.1164100 -1.0746772 -1.0355000 -0.98853946 -0.92018878 -0.32560724 do regularised spline fit for input variable # 7 build map for variable # 7 warning: map is empty for variable 7 ------------------------------ Transdef: Tab for variable 8 3.63154449E-02 8.18078369E-02 9.07289013E-02 9.67641175E-02 0.10149342 0.10547756 0.10895796 0.11207633 0.11496192 0.11765009 0.12020374 0.12261231 0.12487165 0.12704608 0.12912017 0.13113794 0.13309544 0.13499880 0.13689144 0.13872489 0.14056955 0.14235207 0.14415494 0.14595461 0.14772221 0.14953151 0.15129697 0.15309390 0.15489116 0.15670386 0.15849975 0.16035163 0.16219620 0.16405040 0.16596648 0.16789414 0.16988753 0.17187987 0.17394674 0.17603061 0.17822528 0.18043828 0.18274054 0.18512790 0.18762021 0.19018272 0.19285876 0.19562569 0.19858569 0.20167726 0.20486522 0.20815679 0.21171716 0.21543467 0.21942458 0.22366284 0.22820657 0.23306689 0.23825935 0.24378374 0.24969476 0.25607640 0.26299632 0.27044523 0.27857143 0.28683674 0.29592073 0.30513144 0.31473631 0.32433611 0.33401260 0.34353340 0.35300383 0.36235642 0.37145567 0.38071653 0.38967049 0.39851546 0.40753442 0.41639581 0.42548072 0.43507990 0.44481048 0.45499930 0.46538335 0.47652495 0.48840731 0.50092816 0.51400805 0.52817369 0.54333872 0.55914283 0.57663459 0.59573150 0.61678767 0.64013350 0.66789353 0.69970506 0.73912346 0.79538292 0.99986547 do regularised spline fit for input variable # 8 build map for variable # 8 warning: map is empty for variable 8 ------------------------------ Transdef: Tab for variable 9 2.2737811 33.404442 58.123322 80.774399 100.05792 121.34120 138.80321 159.85948 180.46027 199.52338 220.36038 240.98761 261.43091 283.30823 310.45160 334.90228 361.51050 392.50977 422.16190 450.42505 485.75958 521.31128 555.50189 593.92847 634.05115 677.15112 720.93311 765.18872 812.04401 858.35706 901.84619 949.66785 996.15588 1039.1780 1079.4380 1124.0852 1168.3096 1216.8497 1262.0879 1308.3550 1353.1465 1395.1035 1439.3914 1486.4800 1530.3530 1576.0990 1622.4873 1667.9174 1713.6528 1758.1792 1805.7356 1857.1125 1905.7891 1948.6799 1997.3103 2049.1909 Only one class left for trimmed mean or sigma very small -> take "normal" mean 2104.8845 2151.8218 2205.8579 2254.9727 2308.3706 2367.6553 2425.7158 2487.6084 2543.0371 2601.8223 2656.8818 2719.6021 2772.9517 2827.1387 2893.1919 2961.3787 3025.2935 3083.8970 3142.5059 3211.7539 3266.4583 3343.2192 3408.5522 3471.1370 3544.3318 3619.3164 3686.0386 3761.5156 3833.4548 3908.6104 3983.9521 4053.8555 4123.9395 4199.4785 4271.3896 4335.5127 4409.0977 4482.5444 4555.0405 4622.3662 4711.6445 4779.1362 4847.2383 4921.6904 4999.4873 do regularised spline fit for input variable # 9 build map for variable # 9 ------------------------------ Transdef: Tab for variable 10 5.74890291E-05 0.12881958 0.24534276 0.35734957 0.46685642 0.57293761 0.67726338 0.77559114 0.87346166 0.97296906 1.0692642 1.1651018 1.2602211 1.3551965 1.4524658 1.5457470 1.6401057 1.7322466 1.8245221 1.9182050 2.0115001 2.1033077 2.1958101 2.2903755 2.3837748 2.4763179 2.5709383 2.6679668 2.7623343 2.8573651 2.9524863 3.0498266 3.1464190 3.2426679 3.3404722 3.4389796 3.5366771 3.6358407 3.7355866 3.8373220 3.9394701 4.0418634 4.1461611 4.2489924 4.3528337 4.4589095 4.5656271 4.6756597 4.7866726 4.8967099 5.0103006 5.1258640 5.2421160 5.3612309 5.4796147 5.5997915 5.7217531 5.8467445 5.9722385 6.0984678 6.2274876 6.3575368 6.4925642 6.6297779 6.7697182 6.9116678 7.0563555 7.2065811 7.3573732 7.5071726 7.6662107 7.8269424 7.9911675 8.1615734 8.3335533 8.5152206 8.7001419 8.8956127 9.0946732 9.3038635 9.5201674 9.7447453 9.9737606 10.213985 10.467916 10.731649 11.018169 11.317972 11.647563 11.989166 12.359715 12.773058 13.222935 13.735571 14.320901 14.990686 15.798859 16.817493 18.195459 20.523954 48.505966 do regularised spline fit for input variable # 10 ------------------------------ Transdef: Tab for variable 11 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 2.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 3.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 4.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 5.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 6.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 7.0000000 8.0000000 8.0000000 8.0000000 8.0000000 8.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 9.0000000 10.0000000 10.0000000 10.0000000 10.0000000 11.000000 11.000000 11.000000 11.000000 12.000000 12.000000 13.000000 14.000000 26.000000 build map for variable # 11 ------------------------------ Transdef: Tab for variable 12 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 12 ------------------------------ Transdef: Tab for variable 13 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 13 ------------------------------ Transdef: Tab for variable 14 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 14 ------------------------------ Transdef: Tab for variable 15 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 15 ------------------------------ Transdef: Tab for variable 16 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 16 ------------------------------ Transdef: Tab for variable 17 -112.46980 -39.830147 -35.898350 -33.940399 -32.550751 -31.435501 -30.527750 -29.720100 -28.994949 -28.333549 -27.723301 -27.156849 -26.630501 -26.130400 -25.657700 -25.195101 -24.750750 -24.323950 -23.912151 -23.514200 -23.134449 -22.759251 -22.398750 -22.040150 -21.693501 -21.345501 -21.003599 -20.667700 -20.336050 -20.005100 -19.686850 -19.369650 -19.059200 -18.750750 -18.454201 -18.149099 -17.849701 -17.547249 -17.248749 -16.944750 -16.644699 -16.340851 -16.049751 -15.757500 -15.452300 -15.158649 -14.871450 -14.571700 -14.272850 -13.976450 -13.673300 -13.377350 -13.071600 -12.765200 -12.458200 -12.149100 -11.844900 -11.535049 -11.213350 -10.905600 -10.580250 -10.256550 -9.9278507 -9.5841503 -9.2444000 -8.8998508 -8.5509005 -8.1975498 -7.8309002 -7.4580002 -7.0717502 -6.6898999 -6.3039999 -5.9007502 -5.4896002 -5.0763001 -4.6608000 -4.2245998 -3.7867999 -3.3491502 -2.9069500 -2.4723501 -2.0267999 -1.6016001 -1.1772000 -0.77749997 -0.37729999 -2.34999992E-02 0.36750001 0.92479998 1.6281500 2.5096002 3.5696499 4.8692002 6.4819002 8.5262003 11.074950 14.532650 19.843349 29.335350 129.78270 do regularised spline fit for input variable # 17 build map for variable # 17 ------------------------------ Transdef: Tab for variable 18 -73.042801 -18.728401 -14.874650 -12.911400 -11.575550 -10.530800 -9.6646996 -8.9336500 -8.2918491 -7.7326999 -7.2321501 -6.7756000 -6.3673000 -5.9922500 -5.6499500 -5.3423500 -5.0579000 -4.7995000 -4.5609999 -4.3379498 -4.1276999 -3.9347999 -3.7537999 -3.5826001 -3.4231000 -3.2679999 -3.1246500 -2.9871500 -2.8562000 -2.7335501 -2.6138999 -2.5005000 -2.3903999 -2.2830000 -2.1787000 -2.0804000 -1.9834000 -1.8890001 -1.7972500 -1.7091000 -1.6224000 -1.5393000 -1.4559500 -1.3731000 -1.2934000 -1.2165000 -1.1392000 -1.0635000 -0.98909998 -0.91630000 -0.84280002 -0.77120000 -0.70069999 -0.63104999 -0.56160003 -0.49325001 -0.42500001 -0.35720000 -0.28895000 -0.22250000 -0.15560000 -9.17000026E-02 -2.88999993E-02 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 4.67999987E-02 0.11580000 0.18979999 0.26609999 0.34380001 0.42449999 0.50870001 0.59549999 0.68580002 0.78109998 0.87889999 0.97899997 1.0865000 1.1989000 1.3168000 1.4413000 1.5775000 1.7244000 1.8833499 2.0599999 2.2535000 2.4777000 2.7267499 3.0342000 3.4099998 3.8999000 4.6008501 5.7753000 8.3580999 78.829399 do regularised spline fit for input variable # 18 build map for variable # 18 ------------------------------ Transdef: Tab for variable 19 -120.61550 -26.543550 -16.559500 -11.238100 -8.1070004 -6.0731001 -4.6255999 -3.5512500 -2.7072999 -2.0172999 -1.4335001 -0.94739997 -0.52329999 -0.15369999 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.19780000 0.49579999 0.78490001 1.0604000 1.3292501 1.5958500 1.8530999 2.1020498 2.3432000 2.5764000 2.7997999 3.0021999 3.2073500 3.3998499 3.5846000 3.7579498 3.9249501 4.0871000 4.2456999 4.3962002 4.5413499 4.6782498 4.8097501 4.9354000 5.0598998 5.1824002 5.3028998 5.4189000 5.5300999 5.6420002 5.7501998 5.8586998 5.9633002 6.0665998 6.1697001 6.2704000 6.3688998 6.4664001 6.5634499 6.6612000 6.7589998 6.8538499 6.9516001 7.0489001 7.1441002 7.2440000 7.3428998 7.4440999 7.5439000 7.6458001 7.7491999 7.8534498 7.9617000 8.0726004 8.1878500 8.3058500 8.4280996 8.5536003 8.6840000 8.8239002 8.9699497 9.1241493 9.2858000 9.4670000 9.6613503 9.8748493 10.114800 10.399200 10.721600 11.114201 11.624200 12.362700 13.459650 15.174600 17.548700 21.188301 105.46610 do regularised spline fit for input variable # 19 build map for variable # 19 ------------------------------ Transdef: Tab for variable 20 -108.54280 -25.882099 -16.314150 -11.172400 -7.7307501 -5.2227001 -3.2182002 -1.5490000 -0.27950001 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.60115004 1.3302000 1.9888999 2.5210500 2.9557500 3.3131001 3.6148000 3.8727000 4.0969501 4.2972999 4.4828000 4.6494002 4.8024001 4.9454498 5.0798998 5.2104502 5.3350000 5.4537001 5.5665002 5.6774001 5.7839999 5.8875999 5.9872999 6.0854998 6.1833000 6.2770000 6.3677001 6.4572001 6.5462499 6.6352000 6.7220001 6.8081999 6.8927002 6.9779000 7.0622001 7.1433501 7.2298999 7.3140497 7.3962998 7.4805002 7.5643001 7.6483998 7.7333999 7.8182998 7.9032998 7.9930000 8.0827999 8.1732998 8.2664003 8.3583002 8.4523001 8.5493002 8.6474495 8.7512999 8.8558502 8.9641495 9.0746002 9.1906996 9.3097000 9.4401999 9.5697002 9.7109003 9.8554001 10.011450 10.178800 10.356800 10.549900 10.766100 11.003800 11.268300 11.568100 11.923349 12.343900 12.861851 13.510000 14.328400 15.339550 16.603802 18.178900 20.260201 23.456051 73.494202 do regularised spline fit for input variable # 20 build map for variable # 20 ------------------------------ Transdef: Tab for variable 21 -101.92670 -23.095749 -14.950700 -10.248450 -6.8500500 -4.0966001 -1.8659000 -0.26805001 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.74409997 1.5451500 2.2165000 2.7448502 3.1602001 3.4971001 3.7773499 4.0210500 4.2349000 4.4305000 4.6062999 4.7655001 4.9137497 5.0540500 5.1859503 5.3132000 5.4347000 5.5493002 5.6622000 5.7708998 5.8761001 5.9783001 6.0765500 6.1763000 6.2705002 6.3629999 6.4535999 6.5440001 6.6334000 6.7209001 6.8077998 6.8927498 6.9783001 7.0632000 7.1445999 7.2319999 7.3174000 7.4001002 7.4858999 7.5699000 7.6546998 7.7407999 7.8270998 7.9137001 8.0033998 8.0948000 8.1861000 8.2789001 8.3734999 8.4675999 8.5671501 8.6672001 8.7728004 8.8781004 8.9888000 9.1002998 9.2185001 9.3413000 9.4717999 9.6056004 9.7489996 9.8962002 10.055700 10.227600 10.410300 10.610950 10.833400 11.081249 11.361200 11.681900 12.066000 12.514299 13.071400 13.776100 14.620550 15.652600 16.855301 18.201450 19.800800 21.750301 24.229650 28.027300 49.999199 do regularised spline fit for input variable # 21 build map for variable # 21 ------------------------------ Transdef: Tab for variable 22 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 1.00000000 build map for variable # 22 ------------------------------ Transdef: Tab for variable 23 -1.5698276 -0.63897610 -0.62506574 -0.62138510 -0.61883551 -0.60750651 -0.60750651 -0.60750651 -0.58125848 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.55358869 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.53289008 -0.46140027 -0.37355232 -0.26047993 -0.19755149 -0.19755149 -0.19324017 -0.19324017 -0.19324017 -0.15976000 -0.15976000 -0.10151577 -9.30809975E-02 -8.66560936E-02 -8.20565224E-02 -7.13868141E-02 -7.13868141E-02 -5.93438148E-02 -2.68115997E-02 -2.88772583E-03 1.47328377E-02 1.48792267E-02 9.56082344E-02 0.12159824 0.13534212 0.14300680 0.20615196 0.30152416 0.37100029 0.41030312 0.51227760 0.57777882 0.75469494 1.0924029 1.2763481 1.5115242 2.2675354 3.0176537 4.7914839 do regularised spline fit for input variable # 23 build map for variable # 23 ------------------------------ Transdef: Tab for variable 24 0.47191012 0.82865167 0.84971911 0.86454433 0.87546819 0.88282502 0.88951313 0.89632279 0.90288925 0.90823972 0.91292137 0.91643256 0.92134833 0.92415732 0.92696631 0.93164796 0.93632960 0.93820226 0.94101125 0.94484168 0.94803369 0.95037454 0.95505619 0.95505619 0.95973784 0.96129841 0.96441948 0.96709472 0.96910113 0.97191012 0.97378278 0.97752810 0.97913325 0.98314607 0.98314607 0.98665732 0.98876405 0.99117178 0.99367976 0.99563044 0.99719101 1.0007023 1.0018727 1.0056180 1.0072231 1.0112360 1.0112360 1.0147471 1.0168539 1.0192616 1.0217696 1.0237204 1.0252810 1.0287921 1.0308989 1.0337079 1.0358146 1.0393258 1.0393258 1.0440075 1.0463483 1.0486891 1.0518103 1.0533708 1.0572013 1.0603932 1.0627341 1.0674157 1.0674157 1.0720974 1.0767790 1.0786517 1.0814607 1.0861423 1.0898876 1.0955056 1.0980593 1.1011236 1.1067415 1.1111112 1.1165730 1.1204745 1.1271068 1.1329588 1.1376405 1.1460674 1.1516854 1.1610487 1.1704119 1.1797752 1.1938202 1.2078651 1.2219101 1.2421973 1.2687266 1.3014982 1.3483146 1.4138577 1.5125067 1.7078651 4.9775281 do regularised spline fit for input variable # 24 build map for variable # 24 warning: map is empty for variable 24 TOTAL CORRELATION OF ALL VARIABLES 30.279147894551318 ROUND 1 : MAX CORR ( 30.278190765178532 ) AFTER KILLING INPUT VARIABLE 12 CONTR 0.24075133970333595 ROUND 2 : MAX CORR ( 30.276424531998554 ) AFTER KILLING INPUT VARIABLE 9 CONTR 0.32703756777885684 ROUND 3 : MAX CORR ( 30.269196219589023 ) AFTER KILLING INPUT VARIABLE 11 CONTR 0.66154566117648161 ROUND 4 : MAX CORR ( 30.262036445554958 ) AFTER KILLING INPUT VARIABLE 15 CONTR 0.65832358903951727 ROUND 5 : MAX CORR ( 30.253007348730655 ) AFTER KILLING INPUT VARIABLE 10 CONTR 0.73918616717682473 ROUND 6 : MAX CORR ( 30.242785647745173 ) AFTER KILLING INPUT VARIABLE 22 CONTR 0.78636499597171639 ROUND 7 : MAX CORR ( 30.230190739409728 ) AFTER KILLING INPUT VARIABLE 2 CONTR 0.87272652896979308 ROUND 8 : MAX CORR ( 30.214727655497214 ) AFTER KILLING INPUT VARIABLE 23 CONTR 0.96678066034938748 ROUND 9 : MAX CORR ( 30.192216945788520 ) AFTER KILLING INPUT VARIABLE 13 CONTR 1.1661059961721794 ROUND 10 : MAX CORR ( 30.159960567038951 ) AFTER KILLING INPUT VARIABLE 5 CONTR 1.3952572150736160 ROUND 11 : MAX CORR ( 30.116086952005190 ) AFTER KILLING INPUT VARIABLE 20 CONTR 1.6262005118087872 ROUND 12 : MAX CORR ( 30.057877895148692 ) AFTER KILLING INPUT VARIABLE 18 CONTR 1.8715420756875520 ROUND 13 : MAX CORR ( 29.985840246466854 ) AFTER KILLING INPUT VARIABLE 6 CONTR 2.0797615904321956 ROUND 14 : MAX CORR ( 29.903592226207209 ) AFTER KILLING INPUT VARIABLE 16 CONTR 2.2194114659862221 ROUND 15 : MAX CORR ( 29.816151996443978 ) AFTER KILLING INPUT VARIABLE 3 CONTR 2.2851494822505658 ROUND 16 : MAX CORR ( 29.692582876768903 ) AFTER KILLING INPUT VARIABLE 17 CONTR 2.7117230650013662 ROUND 17 : MAX CORR ( 29.578206731178597 ) AFTER KILLING INPUT VARIABLE 7 CONTR 2.6036828649916126 ROUND 18 : MAX CORR ( 29.257997132620712 ) AFTER KILLING INPUT VARIABLE 24 CONTR 4.3404973470671626 ROUND 19 : MAX CORR ( 28.598688515025323 ) AFTER KILLING INPUT VARIABLE 14 CONTR 6.1761971659752337 ROUND 20 : MAX CORR ( 28.202586880581642 ) AFTER KILLING INPUT VARIABLE 19 CONTR 4.7433193043148147 ROUND 21 : MAX CORR ( 27.181119746052591 ) AFTER KILLING INPUT VARIABLE 8 CONTR 7.5214783192870849 ROUND 22 : MAX CORR ( 25.932307956526007 ) AFTER KILLING INPUT VARIABLE 4 CONTR 8.1442418122958511 LAST REMAINING VARIABLE: 21 total correlation to target: 30.279147894551318 % total significance: 266.09841638556151 sigma correlations of single variables to target: variable 2 : 3.6345089426842065 % , in sigma: 31.940696526716444 variable 3 : 18.379196580090913 % , in sigma: 161.51957516879753 variable 4 : 21.009739604019661 % , in sigma: 184.63724464018603 variable 5 : 5.2577291974015790 % , in sigma: 46.205838357308934 variable 6 : 7.9976497918544194 % , in sigma: 70.284736936132063 variable 7 : 9.1919367418021114 % , in sigma: 80.780338305026945 variable 8 : 7.9913217159104706 % , in sigma: 70.229124704463047 variable 9 : 3.9825979745184181 % , in sigma: 34.999763461322452 variable 10 : 6.1616183547894190 % , in sigma: 54.149373433217249 variable 11 : 6.0474838575152328 % , in sigma: 53.146339626407631 variable 12 : 9.6178829441291143 % , in sigma: 84.523627591085585 variable 13 : 10.178327183626470 % , in sigma: 89.448909013205579 variable 14 : 12.752540038922898 % , in sigma: 112.07153916842859 variable 15 : 16.753584228418628 % , in sigma: 147.23341117424721 variable 16 : 14.395763832505571 % , in sigma: 126.51247557661951 variable 17 : 12.915700968707728 % , in sigma: 113.50542578845304 variable 18 : 13.325189185077042 % , in sigma: 117.10407943233680 variable 19 : 24.314477299935138 % , in sigma: 213.67985411239718 variable 20 : 24.435898741529435 % , in sigma: 214.74692685288562 variable 21 : 25.932307956525989 % , in sigma: 227.89763121755496 variable 22 : 0.53215550909934739 % , in sigma: 4.6766751407713922 variable 23 : 16.931720383756602 % , in sigma: 148.79890268020128 variable 24 : 6.1499117856529679 % , in sigma: 54.046494068204531 variables sorted by significance: 1 most relevant variable 21 corr 25.932308 , in sigma: 227.89763333107121 2 most relevant variable 4 corr 8.1442423 , in sigma: 71.573017268970673 3 most relevant variable 8 corr 7.5214782 , in sigma: 66.100057984241957 4 most relevant variable 19 corr 4.7433195 , in sigma: 41.685116595537231 5 most relevant variable 14 corr 6.1761971 , in sigma: 54.277493559144503 6 most relevant variable 24 corr 4.3404975 , in sigma: 38.145046664889463 7 most relevant variable 7 corr 2.6036828 , in sigma: 22.881616770314778 8 most relevant variable 17 corr 2.7117231 , in sigma: 23.831094000071175 9 most relevant variable 3 corr 2.2851496 , in sigma: 20.082291781712023 10 most relevant variable 16 corr 2.2194114 , in sigma: 19.504573040066109 11 most relevant variable 6 corr 2.0797615 , in sigma: 18.277305718815199 12 most relevant variable 18 corr 1.8715421 , in sigma: 16.447437349148558 13 most relevant variable 20 corr 1.6262006 , in sigma: 14.291333243090053 14 most relevant variable 5 corr 1.3952572 , in sigma: 12.261763173239117 15 most relevant variable 13 corr 1.1661060 , in sigma: 10.247942154698473 16 most relevant variable 23 corr 0.96678066 , in sigma: 8.4962365582114714 17 most relevant variable 2 corr 0.87272650 , in sigma: 7.6696722247801130 18 most relevant variable 22 corr 0.78636497 , in sigma: 6.9107121057822543 19 most relevant variable 10 corr 0.73918617 , in sigma: 6.4960965654847769 20 most relevant variable 15 corr 0.65832359 , in sigma: 5.7854621375244211 21 most relevant variable 11 corr 0.66154563 , in sigma: 5.8137780580552683 22 most relevant variable 9 corr 0.32703757 , in sigma: 2.8740630528930615 23 most relevant variable 12 corr 0.24075134 , in sigma: 2.1157646444342739 global correlations between input variables: variable 2 : 45.033523075001995 % variable 3 : 89.311710740457784 % variable 4 : 85.461021511552502 % variable 5 : 54.207976588728989 % variable 6 : 88.555409326640316 % variable 7 : 64.182652618943649 % variable 8 : 75.836140385397371 % variable 9 : 20.683017418242926 % variable 10 : 65.224222298803525 % variable 11 : 87.286227407308616 % variable 12 : 90.443606840935558 % variable 13 : 89.520520204118753 % variable 14 : 94.674574941982129 % variable 15 : 79.310423858979888 % variable 16 : 74.992490642405784 % variable 17 : 82.366706584039974 % variable 18 : 85.936285668544230 % variable 19 : 86.980716145050124 % variable 20 : 95.747763334733250 % variable 21 : 96.168575140269041 % variable 22 : 53.832053482687094 % variable 23 : 76.408872987733417 % variable 24 : 21.619691860538477 % significance loss when removing single variables: variable 2 : corr = 0.84213741744901283 % , sigma = 7.4008500484431963 variable 3 : corr = 0.79837288846113852 % , sigma = 7.0162397582827865 variable 4 : corr = 5.8104313409795028 % , sigma = 51.063080894357221 variable 5 : corr = 1.3504651726430053 % , sigma = 11.868122744921207 variable 6 : corr = 1.3706528318203914 % , sigma = 12.045535403835581 variable 7 : corr = 2.4444060635201619 % , sigma = 21.481865499359948 variable 8 : corr = 2.5014409373005231 % , sigma = 21.983097886894722 variable 9 : corr = 0.32919220556458595 % , sigma = 2.8929983397244006 variable 10 : corr = 0.86652280148847394 % , sigma = 7.6151530433112269 variable 11 : corr = 0.67900579720629606 % , sigma = 5.9672210057709254 variable 12 : corr = 0.24075133970357945 % , sigma = 2.1157646331703073 variable 13 : corr = 0.91641982701893765 % , sigma = 8.0536567793557801 variable 14 : corr = 3.9875140451044260 % , sigma = 35.042966744398051 variable 15 : corr = 0.72951378549950641 % , sigma = 6.4110939888036569 variable 16 : corr = 2.5459696260053355 % , sigma = 22.374423745513365 variable 17 : corr = 2.3459294064587044 % , sigma = 20.616435514795771 variable 18 : corr = 1.8385201479802338 % , sigma = 16.157234727154393 variable 19 : corr = 6.2287964970227687 % , sigma = 54.739746627544655 variable 20 : corr = 1.7138483309402350 % , sigma = 15.061597122100656 variable 21 : corr = 4.8552916850951551 % , sigma = 42.669147526648054 variable 22 : corr = 0.91752228101874189 % , sigma = 8.0633453367916594 variable 23 : corr = 1.0037302608212240 % , sigma = 8.8209560524276487 variable 24 : corr = 3.9953817247313257 % , sigma = 35.112109280926425 Keep only 21 most significant input variables Sum of Weights for output node 2 772320.00000000000 FLAT2DEF: TAB(KK=1, II= 2 ) = -2.4589686 NVar: 22.000000 3161 --------- Entering internal boost mode: --------- Starting analysis with 31 variables. PREPRO: (sigma of derived input)/eigenvalue # 1 : 3.0475993 PREPRO: (sigma of derived input)/eigenvalue # 2 : 1.7933773 PREPRO: (sigma of derived input)/eigenvalue # 3 : 1.6307175 PREPRO: (sigma of derived input)/eigenvalue # 4 : 1.6208074 PREPRO: (sigma of derived input)/eigenvalue # 5 : 1.4992545 PREPRO: (sigma of derived input)/eigenvalue # 6 : 1.3119901 PREPRO: (sigma of derived input)/eigenvalue # 7 : 1.1344758 PREPRO: (sigma of derived input)/eigenvalue # 8 : 1.0486025 PREPRO: (sigma of derived input)/eigenvalue # 9 : 0.99892974 PREPRO: (sigma of derived input)/eigenvalue # 10 : 0.98314118 PREPRO: (sigma of derived input)/eigenvalue # 11 : 0.95083511 PREPRO: (sigma of derived input)/eigenvalue # 12 : 0.82441103 PREPRO: (sigma of derived input)/eigenvalue # 13 : 0.78611517 PREPRO: (sigma of derived input)/eigenvalue # 14 : 0.75746751 PREPRO: (sigma of derived input)/eigenvalue # 15 : 0.69240528 PREPRO: (sigma of derived input)/eigenvalue # 16 : 0.60660458 PREPRO: (sigma of derived input)/eigenvalue # 17 : 0.58075184 PREPRO: (sigma of derived input)/eigenvalue # 18 : 0.52287239 PREPRO: (sigma of derived input)/eigenvalue # 19 : 0.42924431 PREPRO: (sigma of derived input)/eigenvalue # 20 : 0.39132312 PREPRO: (sigma of derived input)/eigenvalue # 21 : 0.34878772 PREPRO: (sigma of derived input)/eigenvalue # 22 : 0.28748646 PREPRO: (sigma of derived input)/eigenvalue # 23 : 0.26054585 PREPRO: (sigma of derived input)/eigenvalue # 24 : 0.17740676 PREPRO: (sigma of derived input)/eigenvalue # 25 : 0.12241954 PREPRO: (sigma of derived input)/eigenvalue # 26 : 3.08008079E-04 PREPRO: (sigma of derived input)/eigenvalue # 27 : 1.56717739E-04 PREPRO: (sigma of derived input)/eigenvalue # 28 : 8.88367708E-08 PREPRO: (sigma of derived input)/eigenvalue # 29 : 2.22691853E-07 PREPRO: (sigma of derived input)/eigenvalue # 30 : 1.88592501E-04 PREPRO: (sigma of derived input)/eigenvalue # 31 : 4.50634892E-04 Using 25 variables out of 31 for boost net! VARIABLES BEFORE BOOST COVARIANCE MATRIX (IN PERCENT) 0 1.0 2.0 3.0 4.0 5.0 6.0 7.0 8.0 9.0 10.0 11.0 12.0 13.0 14.0 15.0 16.0 17.0 18.0 19.0 20.0 21.0 22.0 23.0 24.0 25.0 26.0 0 0.5 3.0 1.8 1.6 1.6 1.5 1.3 1.1 1.0 1.0 1.0 1.0 0.8 0.8 0.8 0.7 0.6 0.6 0.5 0.4 0.4 0.3 0.3 0.3 0.2 0.1 1 100.0 -17.0 20.7 0.8 5.7 1.6 -1.2 4.2 1.3 -0.3 3.6 -1.8 1.7 -1.8 -0.1 2.3 4.5 -1.5 -2.4 3.9 -1.3 3.2 0.1 -2.6 -0.8 3.1 2 -17.0 100.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 3 20.7 -0.0 100.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 4 0.8 -0.0 -0.0 100.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 5 5.7 -0.0 -0.0 -0.0 100.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 6 1.6 -0.0 0.0 0.0 0.0 100.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 7 -1.2 -0.0 -0.0 -0.0 -0.0 -0.0 100.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 8 4.2 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 9 1.3 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 100.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 10 -0.3 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 11 3.6 -0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 100.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 12 -1.8 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 100.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 13 1.7 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 0.0 100.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 14 -1.8 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 100.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 15 -0.1 0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 100.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 16 2.3 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 100.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 17 4.5 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 100.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 18 -1.5 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 100.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 0.0 19 -2.4 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 -0.0 -0.0 0.0 -0.0 0.0 0.0 0.0 20 3.9 0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 100.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 21 -1.3 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 0.0 100.0 0.0 -0.0 -0.0 -0.0 0.0 22 3.2 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 100.0 -0.0 0.0 0.0 -0.0 23 0.1 -0.0 -0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 100.0 0.0 -0.0 -0.0 24 -2.6 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 100.0 -0.0 0.0 25 -0.8 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 100.0 0.0 26 3.1 -0.0 0.0 0.0 0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 -0.0 0.0 0.0 -0.0 -0.0 0.0 0.0 0.0 -0.0 0.0 -0.0 -0.0 0.0 0.0 100.0 TOTAL CORRELATION TO TARGET (diagonal) 29.522044284908283 ------------------------------------- Teacher: actual network topology: Nodes(1) = 26 Nodes(2) = 27 Nodes(3) = 1 ------------------------------------- NBPRESET: start with small weights from bias node for IFIXSHAPE > 0 trainings --------------------------------------------------- Iteration : 1 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 224.04529 sigma out 27 active outputs RANK 2 NODE 2 --> 144.89624 sigma out 27 active outputs RANK 3 NODE 3 --> 97.750168 sigma out 27 active outputs RANK 4 NODE 6 --> 90.377342 sigma out 27 active outputs RANK 5 NODE 8 --> 86.231110 sigma out 27 active outputs RANK 6 NODE 4 --> 65.683830 sigma out 27 active outputs RANK 7 NODE 5 --> 62.331760 sigma out 27 active outputs RANK 8 NODE 7 --> 61.293705 sigma out 27 active outputs RANK 9 NODE 11 --> 58.946537 sigma out 27 active outputs RANK 10 NODE 14 --> 58.060246 sigma out 27 active outputs RANK 11 NODE 12 --> 57.677624 sigma out 27 active outputs RANK 12 NODE 15 --> 54.757523 sigma out 27 active outputs RANK 13 NODE 9 --> 48.994907 sigma out 27 active outputs RANK 14 NODE 19 --> 47.589645 sigma out 27 active outputs RANK 15 NODE 16 --> 45.721199 sigma out 27 active outputs RANK 16 NODE 13 --> 43.822559 sigma out 27 active outputs RANK 17 NODE 10 --> 43.465828 sigma out 27 active outputs RANK 18 NODE 20 --> 43.141853 sigma out 27 active outputs RANK 19 NODE 18 --> 41.098053 sigma out 27 active outputs RANK 20 NODE 17 --> 40.852776 sigma out 27 active outputs RANK 21 NODE 21 --> 40.441730 sigma out 27 active outputs RANK 22 NODE 25 --> 39.529671 sigma out 27 active outputs RANK 23 NODE 26 --> 39.258060 sigma out 27 active outputs RANK 24 NODE 23 --> 36.075268 sigma out 27 active outputs RANK 25 NODE 22 --> 32.702976 sigma out 27 active outputs RANK 26 NODE 24 --> 31.297802 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 140.61650 sigma in 26 act. ( 147.75070 sig out 1 act.) RANK 2 NODE 7 --> 125.28310 sigma in 26 act. ( 139.74077 sig out 1 act.) RANK 3 NODE 6 --> 123.99088 sigma in 26 act. ( 143.99426 sig out 1 act.) RANK 4 NODE 25 --> 120.18121 sigma in 26 act. ( 137.59441 sig out 1 act.) RANK 5 NODE 18 --> 93.829987 sigma in 26 act. ( 93.085960 sig out 1 act.) RANK 6 NODE 22 --> 87.873985 sigma in 26 act. ( 124.19322 sig out 1 act.) RANK 7 NODE 16 --> 86.437592 sigma in 26 act. ( 93.595871 sig out 1 act.) RANK 8 NODE 12 --> 84.733139 sigma in 26 act. ( 85.331635 sig out 1 act.) RANK 9 NODE 23 --> 84.016777 sigma in 26 act. ( 92.135544 sig out 1 act.) RANK 10 NODE 21 --> 79.091354 sigma in 26 act. ( 104.49413 sig out 1 act.) RANK 11 NODE 14 --> 66.196068 sigma in 26 act. ( 70.436043 sig out 1 act.) RANK 12 NODE 5 --> 61.654587 sigma in 26 act. ( 73.451508 sig out 1 act.) RANK 13 NODE 10 --> 57.678951 sigma in 26 act. ( 58.687031 sig out 1 act.) RANK 14 NODE 15 --> 55.065262 sigma in 26 act. ( 65.144608 sig out 1 act.) RANK 15 NODE 11 --> 52.375580 sigma in 26 act. ( 60.734459 sig out 1 act.) RANK 16 NODE 13 --> 49.425194 sigma in 26 act. ( 56.272598 sig out 1 act.) RANK 17 NODE 1 --> 47.443775 sigma in 26 act. ( 49.752434 sig out 1 act.) RANK 18 NODE 17 --> 46.707966 sigma in 26 act. ( 17.294191 sig out 1 act.) RANK 19 NODE 24 --> 41.168755 sigma in 26 act. ( 20.207870 sig out 1 act.) RANK 20 NODE 2 --> 39.567421 sigma in 26 act. ( 44.783566 sig out 1 act.) RANK 21 NODE 4 --> 38.961910 sigma in 26 act. ( 23.391796 sig out 1 act.) RANK 22 NODE 3 --> 38.724670 sigma in 26 act. ( 34.839188 sig out 1 act.) RANK 23 NODE 20 --> 37.811333 sigma in 26 act. ( 44.261452 sig out 1 act.) RANK 24 NODE 8 --> 31.624533 sigma in 26 act. ( 2.3603475 sig out 1 act.) RANK 25 NODE 19 --> 30.841663 sigma in 26 act. ( 15.952863 sig out 1 act.) RANK 26 NODE 9 --> 30.823561 sigma in 26 act. ( 9.1717548 sig out 1 act.) RANK 27 NODE 26 --> 28.362066 sigma in 26 act. ( 12.749856 sig out 1 act.) sorted by output significance RANK 1 NODE 27 --> 147.75070 sigma out 1 act.( 140.61650 sig in 26 act.) RANK 2 NODE 6 --> 143.99426 sigma out 1 act.( 123.99088 sig in 26 act.) RANK 3 NODE 7 --> 139.74077 sigma out 1 act.( 125.28310 sig in 26 act.) RANK 4 NODE 25 --> 137.59441 sigma out 1 act.( 120.18121 sig in 26 act.) RANK 5 NODE 22 --> 124.19322 sigma out 1 act.( 87.873985 sig in 26 act.) RANK 6 NODE 21 --> 104.49413 sigma out 1 act.( 79.091354 sig in 26 act.) RANK 7 NODE 16 --> 93.595871 sigma out 1 act.( 86.437592 sig in 26 act.) RANK 8 NODE 18 --> 93.085960 sigma out 1 act.( 93.829987 sig in 26 act.) RANK 9 NODE 23 --> 92.135544 sigma out 1 act.( 84.016777 sig in 26 act.) RANK 10 NODE 12 --> 85.331635 sigma out 1 act.( 84.733139 sig in 26 act.) RANK 11 NODE 5 --> 73.451508 sigma out 1 act.( 61.654587 sig in 26 act.) RANK 12 NODE 14 --> 70.436043 sigma out 1 act.( 66.196068 sig in 26 act.) RANK 13 NODE 15 --> 65.144608 sigma out 1 act.( 55.065262 sig in 26 act.) RANK 14 NODE 11 --> 60.734459 sigma out 1 act.( 52.375580 sig in 26 act.) RANK 15 NODE 10 --> 58.687031 sigma out 1 act.( 57.678951 sig in 26 act.) RANK 16 NODE 13 --> 56.272598 sigma out 1 act.( 49.425194 sig in 26 act.) RANK 17 NODE 1 --> 49.752434 sigma out 1 act.( 47.443775 sig in 26 act.) RANK 18 NODE 2 --> 44.783566 sigma out 1 act.( 39.567421 sig in 26 act.) RANK 19 NODE 20 --> 44.261452 sigma out 1 act.( 37.811333 sig in 26 act.) RANK 20 NODE 3 --> 34.839188 sigma out 1 act.( 38.724670 sig in 26 act.) RANK 21 NODE 4 --> 23.391796 sigma out 1 act.( 38.961910 sig in 26 act.) RANK 22 NODE 24 --> 20.207870 sigma out 1 act.( 41.168755 sig in 26 act.) RANK 23 NODE 17 --> 17.294191 sigma out 1 act.( 46.707966 sig in 26 act.) RANK 24 NODE 19 --> 15.952863 sigma out 1 act.( 30.841663 sig in 26 act.) RANK 25 NODE 26 --> 12.749856 sigma out 1 act.( 28.362066 sig in 26 act.) RANK 26 NODE 9 --> 9.1717548 sigma out 1 act.( 30.823561 sig in 26 act.) RANK 27 NODE 8 --> 2.3603475 sigma out 1 act.( 31.624533 sig in 26 act.) RANK 1 NODE 1 --> 418.18372 sigma in 27 active inputs SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 252.14984 sigma out 27 active outputs RANK 2 NODE 2 --> 151.33794 sigma out 27 active outputs RANK 3 NODE 3 --> 104.09689 sigma out 27 active outputs RANK 4 NODE 6 --> 92.912163 sigma out 27 active outputs RANK 5 NODE 8 --> 86.819252 sigma out 27 active outputs RANK 6 NODE 4 --> 67.427635 sigma out 27 active outputs RANK 7 NODE 5 --> 63.839191 sigma out 27 active outputs RANK 8 NODE 7 --> 59.599594 sigma out 27 active outputs RANK 9 NODE 14 --> 55.733238 sigma out 27 active outputs RANK 10 NODE 11 --> 54.161068 sigma out 27 active outputs RANK 11 NODE 15 --> 51.037758 sigma out 27 active outputs RANK 12 NODE 12 --> 48.962170 sigma out 27 active outputs RANK 13 NODE 9 --> 41.922718 sigma out 27 active outputs RANK 14 NODE 16 --> 40.493347 sigma out 27 active outputs RANK 15 NODE 13 --> 37.813171 sigma out 27 active outputs RANK 16 NODE 19 --> 34.596653 sigma out 27 active outputs RANK 17 NODE 17 --> 33.552151 sigma out 27 active outputs RANK 18 NODE 18 --> 32.494331 sigma out 27 active outputs RANK 19 NODE 22 --> 25.191784 sigma out 27 active outputs RANK 20 NODE 20 --> 24.279655 sigma out 27 active outputs RANK 21 NODE 21 --> 21.910912 sigma out 27 active outputs RANK 22 NODE 10 --> 21.034143 sigma out 27 active outputs RANK 23 NODE 23 --> 18.856493 sigma out 27 active outputs RANK 24 NODE 25 --> 14.477396 sigma out 27 active outputs RANK 25 NODE 24 --> 11.822906 sigma out 27 active outputs RANK 26 NODE 26 --> 7.4267778 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 154.35378 sigma in 26 act. ( 121.31993 sig out 1 act.) RANK 2 NODE 6 --> 136.21278 sigma in 26 act. ( 117.23136 sig out 1 act.) RANK 3 NODE 7 --> 135.40091 sigma in 26 act. ( 114.59640 sig out 1 act.) RANK 4 NODE 25 --> 129.22379 sigma in 26 act. ( 109.85048 sig out 1 act.) RANK 5 NODE 18 --> 105.92779 sigma in 26 act. ( 70.917641 sig out 1 act.) RANK 6 NODE 22 --> 95.644669 sigma in 26 act. ( 93.418480 sig out 1 act.) RANK 7 NODE 12 --> 90.966949 sigma in 26 act. ( 56.384357 sig out 1 act.) RANK 8 NODE 16 --> 83.231255 sigma in 26 act. ( 80.129723 sig out 1 act.) RANK 9 NODE 23 --> 81.475639 sigma in 26 act. ( 72.901581 sig out 1 act.) RANK 10 NODE 21 --> 73.874817 sigma in 26 act. ( 82.956200 sig out 1 act.) RANK 11 NODE 5 --> 63.015491 sigma in 26 act. ( 51.853802 sig out 1 act.) RANK 12 NODE 14 --> 57.498096 sigma in 26 act. ( 59.834854 sig out 1 act.) RANK 13 NODE 15 --> 54.664463 sigma in 26 act. ( 48.672150 sig out 1 act.) RANK 14 NODE 13 --> 47.303490 sigma in 26 act. ( 42.950462 sig out 1 act.) RANK 15 NODE 11 --> 47.233467 sigma in 26 act. ( 48.785362 sig out 1 act.) RANK 16 NODE 10 --> 45.946587 sigma in 26 act. ( 50.432491 sig out 1 act.) RANK 17 NODE 1 --> 44.973728 sigma in 26 act. ( 38.400669 sig out 1 act.) RANK 18 NODE 3 --> 30.030224 sigma in 26 act. ( 26.610483 sig out 1 act.) RANK 19 NODE 20 --> 26.908621 sigma in 26 act. ( 36.253662 sig out 1 act.) RANK 20 NODE 2 --> 26.024759 sigma in 26 act. ( 37.693325 sig out 1 act.) RANK 21 NODE 4 --> 21.406845 sigma in 26 act. ( 17.533173 sig out 1 act.) RANK 22 NODE 24 --> 18.470551 sigma in 26 act. ( 16.236132 sig out 1 act.) RANK 23 NODE 17 --> 18.080519 sigma in 26 act. ( 13.801483 sig out 1 act.) RANK 24 NODE 19 --> 15.065458 sigma in 26 act. ( 11.104095 sig out 1 act.) RANK 25 NODE 26 --> 10.494721 sigma in 26 act. ( 10.040242 sig out 1 act.) RANK 26 NODE 9 --> 8.4846811 sigma in 26 act. ( 7.4491057 sig out 1 act.) RANK 27 NODE 8 --> 5.7592406 sigma in 26 act. ( 1.7912241 sig out 1 act.) sorted by output significance RANK 1 NODE 27 --> 121.31993 sigma out 1 act.( 154.35378 sig in 26 act.) RANK 2 NODE 6 --> 117.23136 sigma out 1 act.( 136.21278 sig in 26 act.) RANK 3 NODE 7 --> 114.59640 sigma out 1 act.( 135.40091 sig in 26 act.) RANK 4 NODE 25 --> 109.85048 sigma out 1 act.( 129.22379 sig in 26 act.) RANK 5 NODE 22 --> 93.418480 sigma out 1 act.( 95.644669 sig in 26 act.) RANK 6 NODE 21 --> 82.956200 sigma out 1 act.( 73.874817 sig in 26 act.) RANK 7 NODE 16 --> 80.129723 sigma out 1 act.( 83.231255 sig in 26 act.) RANK 8 NODE 23 --> 72.901581 sigma out 1 act.( 81.475639 sig in 26 act.) RANK 9 NODE 18 --> 70.917641 sigma out 1 act.( 105.92779 sig in 26 act.) RANK 10 NODE 14 --> 59.834854 sigma out 1 act.( 57.498096 sig in 26 act.) RANK 11 NODE 12 --> 56.384357 sigma out 1 act.( 90.966949 sig in 26 act.) RANK 12 NODE 5 --> 51.853802 sigma out 1 act.( 63.015491 sig in 26 act.) RANK 13 NODE 10 --> 50.432491 sigma out 1 act.( 45.946587 sig in 26 act.) RANK 14 NODE 11 --> 48.785362 sigma out 1 act.( 47.233467 sig in 26 act.) RANK 15 NODE 15 --> 48.672150 sigma out 1 act.( 54.664463 sig in 26 act.) RANK 16 NODE 13 --> 42.950462 sigma out 1 act.( 47.303490 sig in 26 act.) RANK 17 NODE 1 --> 38.400669 sigma out 1 act.( 44.973728 sig in 26 act.) RANK 18 NODE 2 --> 37.693325 sigma out 1 act.( 26.024759 sig in 26 act.) RANK 19 NODE 20 --> 36.253662 sigma out 1 act.( 26.908621 sig in 26 act.) RANK 20 NODE 3 --> 26.610483 sigma out 1 act.( 30.030224 sig in 26 act.) RANK 21 NODE 4 --> 17.533173 sigma out 1 act.( 21.406845 sig in 26 act.) RANK 22 NODE 24 --> 16.236132 sigma out 1 act.( 18.470551 sig in 26 act.) RANK 23 NODE 17 --> 13.801483 sigma out 1 act.( 18.080519 sig in 26 act.) RANK 24 NODE 19 --> 11.104095 sigma out 1 act.( 15.065458 sig in 26 act.) RANK 25 NODE 26 --> 10.040242 sigma out 1 act.( 10.494721 sig in 26 act.) RANK 26 NODE 9 --> 7.4491057 sigma out 1 act.( 8.4846811 sig in 26 act.) RANK 27 NODE 8 --> 1.7912241 sigma out 1 act.( 5.7592406 sig in 26 act.) RANK 1 NODE 1 --> 332.53900 sigma in 27 active inputs *********************************************** *** Learn Path 1 *** loss function: -0.43120977 *** contribution from regularisation: 8.63742549E-04 *** contribution from error: -0.43207350 *** contribution from DIAG: 2.62816993E-05 *********************************************** --------------------------------------------------- Iteration : 2 *********************************************** *** Learn Path 2 *** loss function: -0.47280350 *** contribution from regularisation: 1.59718504E-03 *** contribution from error: -0.47440070 *** contribution from DIAG: 1.42425415E-04 *********************************************** --------------------------------------------------- Iteration : 3 *********************************************** *** Learn Path 3 *** loss function: -0.47403628 *** contribution from regularisation: 1.34567008E-03 *** contribution from error: -0.47538194 *** contribution from DIAG: 2.27602257E-04 *********************************************** --------------------------------------------------- Iteration : 4 *********************************************** *** Learn Path 4 *** loss function: -0.47440845 *** contribution from regularisation: 1.48312945E-03 *** contribution from error: -0.47589159 *** contribution from DIAG: 2.97671329E-04 *********************************************** --------------------------------------------------- Iteration : 5 *********************************************** *** Learn Path 5 *** loss function: -0.47475430 *** contribution from regularisation: 1.45415694E-03 *** contribution from error: -0.47620845 *** contribution from DIAG: 2.48611643E-04 *********************************************** --------------------------------------------------- Iteration : 6 *********************************************** *** Learn Path 6 *** loss function: -0.47499734 *** contribution from regularisation: 1.46181521E-03 *** contribution from error: -0.47645915 *** contribution from DIAG: 2.35675630E-04 *********************************************** --------------------------------------------------- Iteration : 7 *********************************************** *** Learn Path 7 *** loss function: -0.47519493 *** contribution from regularisation: 1.46409171E-03 *** contribution from error: -0.47665903 *** contribution from DIAG: 3.00427986E-04 *********************************************** --------------------------------------------------- Iteration : 8 *********************************************** *** Learn Path 8 *** loss function: -0.47535765 *** contribution from regularisation: 1.46411720E-03 *** contribution from error: -0.47682178 *** contribution from DIAG: 2.80087057E-04 *********************************************** --------------------------------------------------- Iteration : 9 *********************************************** *** Learn Path 9 *** loss function: -0.47549447 *** contribution from regularisation: 1.46326260E-03 *** contribution from error: -0.47695774 *** contribution from DIAG: 2.95335194E-04 *********************************************** --------------------------------------------------- Iteration : 10 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 259.63354 sigma out 27 active outputs RANK 2 NODE 2 --> 154.58183 sigma out 27 active outputs RANK 3 NODE 3 --> 108.04514 sigma out 27 active outputs RANK 4 NODE 6 --> 93.667587 sigma out 27 active outputs RANK 5 NODE 8 --> 88.193558 sigma out 27 active outputs RANK 6 NODE 4 --> 69.099434 sigma out 27 active outputs RANK 7 NODE 5 --> 65.835220 sigma out 27 active outputs RANK 8 NODE 7 --> 59.718945 sigma out 27 active outputs RANK 9 NODE 14 --> 56.559387 sigma out 27 active outputs RANK 10 NODE 11 --> 54.879486 sigma out 27 active outputs RANK 11 NODE 15 --> 51.683006 sigma out 27 active outputs RANK 12 NODE 12 --> 49.047462 sigma out 27 active outputs RANK 13 NODE 9 --> 42.633289 sigma out 27 active outputs RANK 14 NODE 16 --> 41.140858 sigma out 27 active outputs RANK 15 NODE 13 --> 38.383549 sigma out 27 active outputs RANK 16 NODE 19 --> 35.243240 sigma out 27 active outputs RANK 17 NODE 17 --> 34.479027 sigma out 27 active outputs RANK 18 NODE 18 --> 33.470127 sigma out 27 active outputs RANK 19 NODE 20 --> 25.413857 sigma out 27 active outputs RANK 20 NODE 22 --> 25.230747 sigma out 27 active outputs RANK 21 NODE 21 --> 22.857994 sigma out 27 active outputs RANK 22 NODE 23 --> 21.100868 sigma out 27 active outputs RANK 23 NODE 10 --> 19.283726 sigma out 27 active outputs RANK 24 NODE 25 --> 15.491028 sigma out 27 active outputs RANK 25 NODE 24 --> 11.962766 sigma out 27 active outputs RANK 26 NODE 26 --> 11.057284 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 157.88840 sigma in 26 act. ( 122.50681 sig out 1 act.) RANK 2 NODE 6 --> 138.38966 sigma in 26 act. ( 118.48630 sig out 1 act.) RANK 3 NODE 7 --> 138.09715 sigma in 26 act. ( 115.16937 sig out 1 act.) RANK 4 NODE 25 --> 131.48450 sigma in 26 act. ( 110.47971 sig out 1 act.) RANK 5 NODE 18 --> 109.75595 sigma in 26 act. ( 71.447731 sig out 1 act.) RANK 6 NODE 22 --> 97.499046 sigma in 26 act. ( 93.878983 sig out 1 act.) RANK 7 NODE 12 --> 94.950081 sigma in 26 act. ( 57.244808 sig out 1 act.) RANK 8 NODE 16 --> 85.565002 sigma in 26 act. ( 80.023361 sig out 1 act.) RANK 9 NODE 23 --> 83.094490 sigma in 26 act. ( 73.113319 sig out 1 act.) RANK 10 NODE 21 --> 74.922287 sigma in 26 act. ( 83.318115 sig out 1 act.) RANK 11 NODE 5 --> 65.100632 sigma in 26 act. ( 52.803608 sig out 1 act.) RANK 12 NODE 14 --> 57.953541 sigma in 26 act. ( 59.506638 sig out 1 act.) RANK 13 NODE 15 --> 56.294456 sigma in 26 act. ( 48.984653 sig out 1 act.) RANK 14 NODE 13 --> 48.421494 sigma in 26 act. ( 42.642639 sig out 1 act.) RANK 15 NODE 1 --> 48.066017 sigma in 26 act. ( 39.821499 sig out 1 act.) RANK 16 NODE 11 --> 47.952473 sigma in 26 act. ( 48.801392 sig out 1 act.) RANK 17 NODE 10 --> 45.958389 sigma in 26 act. ( 51.033928 sig out 1 act.) RANK 18 NODE 3 --> 32.078640 sigma in 26 act. ( 27.205673 sig out 1 act.) RANK 19 NODE 20 --> 27.372705 sigma in 26 act. ( 36.171040 sig out 1 act.) RANK 20 NODE 2 --> 25.842691 sigma in 26 act. ( 38.101013 sig out 1 act.) RANK 21 NODE 4 --> 24.791420 sigma in 26 act. ( 19.089336 sig out 1 act.) RANK 22 NODE 24 --> 20.551632 sigma in 26 act. ( 17.032667 sig out 1 act.) RANK 23 NODE 19 --> 18.629450 sigma in 26 act. ( 12.762177 sig out 1 act.) RANK 24 NODE 17 --> 18.481556 sigma in 26 act. ( 13.553693 sig out 1 act.) RANK 25 NODE 26 --> 11.606543 sigma in 26 act. ( 10.033216 sig out 1 act.) RANK 26 NODE 9 --> 10.026793 sigma in 26 act. ( 7.9309659 sig out 1 act.) RANK 27 NODE 8 --> 8.3233232 sigma in 26 act. ( 2.4021578 sig out 1 act.) sorted by output significance RANK 1 NODE 27 --> 122.50681 sigma out 1 act.( 157.88840 sig in 26 act.) RANK 2 NODE 6 --> 118.48630 sigma out 1 act.( 138.38966 sig in 26 act.) RANK 3 NODE 7 --> 115.16937 sigma out 1 act.( 138.09715 sig in 26 act.) RANK 4 NODE 25 --> 110.47971 sigma out 1 act.( 131.48450 sig in 26 act.) RANK 5 NODE 22 --> 93.878983 sigma out 1 act.( 97.499046 sig in 26 act.) RANK 6 NODE 21 --> 83.318115 sigma out 1 act.( 74.922287 sig in 26 act.) RANK 7 NODE 16 --> 80.023361 sigma out 1 act.( 85.565002 sig in 26 act.) RANK 8 NODE 23 --> 73.113319 sigma out 1 act.( 83.094490 sig in 26 act.) RANK 9 NODE 18 --> 71.447731 sigma out 1 act.( 109.75595 sig in 26 act.) RANK 10 NODE 14 --> 59.506638 sigma out 1 act.( 57.953541 sig in 26 act.) RANK 11 NODE 12 --> 57.244808 sigma out 1 act.( 94.950081 sig in 26 act.) RANK 12 NODE 5 --> 52.803608 sigma out 1 act.( 65.100632 sig in 26 act.) RANK 13 NODE 10 --> 51.033928 sigma out 1 act.( 45.958389 sig in 26 act.) RANK 14 NODE 15 --> 48.984653 sigma out 1 act.( 56.294456 sig in 26 act.) RANK 15 NODE 11 --> 48.801392 sigma out 1 act.( 47.952473 sig in 26 act.) RANK 16 NODE 13 --> 42.642639 sigma out 1 act.( 48.421494 sig in 26 act.) RANK 17 NODE 1 --> 39.821499 sigma out 1 act.( 48.066017 sig in 26 act.) RANK 18 NODE 2 --> 38.101013 sigma out 1 act.( 25.842691 sig in 26 act.) RANK 19 NODE 20 --> 36.171040 sigma out 1 act.( 27.372705 sig in 26 act.) RANK 20 NODE 3 --> 27.205673 sigma out 1 act.( 32.078640 sig in 26 act.) RANK 21 NODE 4 --> 19.089336 sigma out 1 act.( 24.791420 sig in 26 act.) RANK 22 NODE 24 --> 17.032667 sigma out 1 act.( 20.551632 sig in 26 act.) RANK 23 NODE 17 --> 13.553693 sigma out 1 act.( 18.481556 sig in 26 act.) RANK 24 NODE 19 --> 12.762177 sigma out 1 act.( 18.629450 sig in 26 act.) RANK 25 NODE 26 --> 10.033216 sigma out 1 act.( 11.606543 sig in 26 act.) RANK 26 NODE 9 --> 7.9309659 sigma out 1 act.( 10.026793 sig in 26 act.) RANK 27 NODE 8 --> 2.4021578 sigma out 1 act.( 8.3233232 sig in 26 act.) RANK 1 NODE 1 --> 334.95139 sigma in 27 active inputs *********************************************** *** Learn Path 10 *** loss function: -0.47560513 *** contribution from regularisation: 1.46602758E-03 *** contribution from error: -0.47707117 *** contribution from DIAG: 3.43583000E-04 *********************************************** --------------------------------------------------- Iteration : 11 *********************************************** *** Learn Path 11 *** loss function: -0.47570276 *** contribution from regularisation: 1.46619859E-03 *** contribution from error: -0.47716895 *** contribution from DIAG: 3.63033672E-04 *********************************************** --------------------------------------------------- Iteration : 12 *********************************************** *** Learn Path 12 *** loss function: -0.47578499 *** contribution from regularisation: 1.46787602E-03 *** contribution from error: -0.47725287 *** contribution from DIAG: 3.02486325E-04 *********************************************** --------------------------------------------------- Iteration : 13 *********************************************** *** Learn Path 13 *** loss function: -0.47586018 *** contribution from regularisation: 1.46665529E-03 *** contribution from error: -0.47732684 *** contribution from DIAG: 3.48822563E-04 *********************************************** --------------------------------------------------- Iteration : 14 *********************************************** *** Learn Path 14 *** loss function: -0.47592631 *** contribution from regularisation: 1.46737113E-03 *** contribution from error: -0.47739369 *** contribution from DIAG: 3.05143418E-04 *********************************************** --------------------------------------------------- Iteration : 15 *********************************************** *** Learn Path 15 *** loss function: -0.47598621 *** contribution from regularisation: 1.46704237E-03 *** contribution from error: -0.47745326 *** contribution from DIAG: 3.40315368E-04 *********************************************** --------------------------------------------------- Iteration : 16 *********************************************** *** Learn Path 16 *** loss function: -0.47604272 *** contribution from regularisation: 1.46816764E-03 *** contribution from error: -0.47751090 *** contribution from DIAG: 3.35094635E-04 *********************************************** --------------------------------------------------- Iteration : 17 *********************************************** *** Learn Path 17 *** loss function: -0.47609395 *** contribution from regularisation: 1.46837160E-03 *** contribution from error: -0.47756231 *** contribution from DIAG: 3.07346898E-04 *********************************************** --------------------------------------------------- Iteration : 18 *********************************************** *** Learn Path 18 *** loss function: -0.47614080 *** contribution from regularisation: 1.46934064E-03 *** contribution from error: -0.47761014 *** contribution from DIAG: 3.33227596E-04 *********************************************** --------------------------------------------------- Iteration : 19 *********************************************** *** Learn Path 19 *** loss function: -0.47618607 *** contribution from regularisation: 1.46965042E-03 *** contribution from error: -0.47765571 *** contribution from DIAG: 3.41777952E-04 *********************************************** --------------------------------------------------- Iteration : 20 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 262.08270 sigma out 27 active outputs RANK 2 NODE 2 --> 155.49673 sigma out 27 active outputs RANK 3 NODE 3 --> 108.56791 sigma out 27 active outputs RANK 4 NODE 6 --> 93.709831 sigma out 27 active outputs RANK 5 NODE 8 --> 87.858002 sigma out 27 active outputs RANK 6 NODE 4 --> 69.615814 sigma out 27 active outputs RANK 7 NODE 5 --> 66.834915 sigma out 27 active outputs RANK 8 NODE 7 --> 58.955170 sigma out 27 active outputs RANK 9 NODE 14 --> 56.191017 sigma out 27 active outputs RANK 10 NODE 11 --> 55.082745 sigma out 27 active outputs RANK 11 NODE 15 --> 51.270500 sigma out 27 active outputs RANK 12 NODE 12 --> 49.560913 sigma out 27 active outputs RANK 13 NODE 9 --> 42.758389 sigma out 27 active outputs RANK 14 NODE 16 --> 41.255363 sigma out 27 active outputs RANK 15 NODE 13 --> 37.930534 sigma out 27 active outputs RANK 16 NODE 19 --> 34.871517 sigma out 27 active outputs RANK 17 NODE 17 --> 33.929241 sigma out 27 active outputs RANK 18 NODE 18 --> 33.856358 sigma out 27 active outputs RANK 19 NODE 22 --> 25.188187 sigma out 27 active outputs RANK 20 NODE 20 --> 24.778015 sigma out 27 active outputs RANK 21 NODE 21 --> 22.734985 sigma out 27 active outputs RANK 22 NODE 23 --> 21.178936 sigma out 27 active outputs RANK 23 NODE 10 --> 19.253004 sigma out 27 active outputs RANK 24 NODE 25 --> 15.221543 sigma out 27 active outputs RANK 25 NODE 26 --> 12.846077 sigma out 27 active outputs RANK 26 NODE 24 --> 11.346748 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 158.97417 sigma in 26 act. ( 122.67367 sig out 1 act.) RANK 2 NODE 6 --> 138.88982 sigma in 26 act. ( 117.98877 sig out 1 act.) RANK 3 NODE 7 --> 138.37894 sigma in 26 act. ( 114.88491 sig out 1 act.) RANK 4 NODE 25 --> 131.97971 sigma in 26 act. ( 110.40736 sig out 1 act.) RANK 5 NODE 18 --> 110.84511 sigma in 26 act. ( 71.484795 sig out 1 act.) RANK 6 NODE 22 --> 97.208549 sigma in 26 act. ( 93.862030 sig out 1 act.) RANK 7 NODE 12 --> 96.084251 sigma in 26 act. ( 57.701660 sig out 1 act.) RANK 8 NODE 16 --> 86.651001 sigma in 26 act. ( 79.836685 sig out 1 act.) RANK 9 NODE 23 --> 83.338097 sigma in 26 act. ( 72.907249 sig out 1 act.) RANK 10 NODE 21 --> 75.534935 sigma in 26 act. ( 82.941734 sig out 1 act.) RANK 11 NODE 5 --> 65.516815 sigma in 26 act. ( 53.021797 sig out 1 act.) RANK 12 NODE 14 --> 57.963528 sigma in 26 act. ( 58.939270 sig out 1 act.) RANK 13 NODE 15 --> 56.433231 sigma in 26 act. ( 48.918278 sig out 1 act.) RANK 14 NODE 1 --> 49.341446 sigma in 26 act. ( 40.978073 sig out 1 act.) RANK 15 NODE 13 --> 48.439968 sigma in 26 act. ( 42.511250 sig out 1 act.) RANK 16 NODE 11 --> 47.614223 sigma in 26 act. ( 48.736160 sig out 1 act.) RANK 17 NODE 10 --> 45.418255 sigma in 26 act. ( 51.735107 sig out 1 act.) RANK 18 NODE 3 --> 32.967155 sigma in 26 act. ( 27.594662 sig out 1 act.) RANK 19 NODE 20 --> 27.168421 sigma in 26 act. ( 35.867443 sig out 1 act.) RANK 20 NODE 2 --> 25.762159 sigma in 26 act. ( 38.602436 sig out 1 act.) RANK 21 NODE 4 --> 25.674278 sigma in 26 act. ( 19.913618 sig out 1 act.) RANK 22 NODE 24 --> 20.953472 sigma in 26 act. ( 17.684744 sig out 1 act.) RANK 23 NODE 19 --> 19.852747 sigma in 26 act. ( 13.592690 sig out 1 act.) RANK 24 NODE 17 --> 17.833712 sigma in 26 act. ( 13.755557 sig out 1 act.) RANK 25 NODE 26 --> 11.521568 sigma in 26 act. ( 9.9129372 sig out 1 act.) RANK 26 NODE 9 --> 10.445118 sigma in 26 act. ( 8.8034353 sig out 1 act.) RANK 27 NODE 8 --> 8.0776892 sigma in 26 act. ( 2.6592596 sig out 1 act.) sorted by output significance RANK 1 NODE 27 --> 122.67367 sigma out 1 act.( 158.97417 sig in 26 act.) RANK 2 NODE 6 --> 117.98877 sigma out 1 act.( 138.88982 sig in 26 act.) RANK 3 NODE 7 --> 114.88491 sigma out 1 act.( 138.37894 sig in 26 act.) RANK 4 NODE 25 --> 110.40736 sigma out 1 act.( 131.97971 sig in 26 act.) RANK 5 NODE 22 --> 93.862030 sigma out 1 act.( 97.208549 sig in 26 act.) RANK 6 NODE 21 --> 82.941734 sigma out 1 act.( 75.534935 sig in 26 act.) RANK 7 NODE 16 --> 79.836685 sigma out 1 act.( 86.651001 sig in 26 act.) RANK 8 NODE 23 --> 72.907249 sigma out 1 act.( 83.338097 sig in 26 act.) RANK 9 NODE 18 --> 71.484795 sigma out 1 act.( 110.84511 sig in 26 act.) RANK 10 NODE 14 --> 58.939270 sigma out 1 act.( 57.963528 sig in 26 act.) RANK 11 NODE 12 --> 57.701660 sigma out 1 act.( 96.084251 sig in 26 act.) RANK 12 NODE 5 --> 53.021797 sigma out 1 act.( 65.516815 sig in 26 act.) RANK 13 NODE 10 --> 51.735107 sigma out 1 act.( 45.418255 sig in 26 act.) RANK 14 NODE 15 --> 48.918278 sigma out 1 act.( 56.433231 sig in 26 act.) RANK 15 NODE 11 --> 48.736160 sigma out 1 act.( 47.614223 sig in 26 act.) RANK 16 NODE 13 --> 42.511250 sigma out 1 act.( 48.439968 sig in 26 act.) RANK 17 NODE 1 --> 40.978073 sigma out 1 act.( 49.341446 sig in 26 act.) RANK 18 NODE 2 --> 38.602436 sigma out 1 act.( 25.762159 sig in 26 act.) RANK 19 NODE 20 --> 35.867443 sigma out 1 act.( 27.168421 sig in 26 act.) RANK 20 NODE 3 --> 27.594662 sigma out 1 act.( 32.967155 sig in 26 act.) RANK 21 NODE 4 --> 19.913618 sigma out 1 act.( 25.674278 sig in 26 act.) RANK 22 NODE 24 --> 17.684744 sigma out 1 act.( 20.953472 sig in 26 act.) RANK 23 NODE 17 --> 13.755557 sigma out 1 act.( 17.833712 sig in 26 act.) RANK 24 NODE 19 --> 13.592690 sigma out 1 act.( 19.852747 sig in 26 act.) RANK 25 NODE 26 --> 9.9129372 sigma out 1 act.( 11.521568 sig in 26 act.) RANK 26 NODE 9 --> 8.8034353 sigma out 1 act.( 10.445118 sig in 26 act.) RANK 27 NODE 8 --> 2.6592596 sigma out 1 act.( 8.0776892 sig in 26 act.) RANK 1 NODE 1 --> 334.95871 sigma in 27 active inputs *********************************************** *** Learn Path 20 *** loss function: -0.47622776 *** contribution from regularisation: 1.47090037E-03 *** contribution from error: -0.47769865 *** contribution from DIAG: 3.83940554E-04 *********************************************** --------------------------------------------------- Iteration : 21 *********************************************** *** Learn Path 21 *** loss function: -0.47627038 *** contribution from regularisation: 1.46964414E-03 *** contribution from error: -0.47774002 *** contribution from DIAG: 3.41746665E-04 *********************************************** --------------------------------------------------- Iteration : 22 *********************************************** *** Learn Path 22 *** loss function: -0.47630894 *** contribution from regularisation: 1.46940257E-03 *** contribution from error: -0.47777835 *** contribution from DIAG: 3.47676483E-04 *********************************************** --------------------------------------------------- Iteration : 23 *********************************************** *** Learn Path 23 *** loss function: -0.47633767 *** contribution from regularisation: 1.47014007E-03 *** contribution from error: -0.47780782 *** contribution from DIAG: 3.46518180E-04 *********************************************** --------------------------------------------------- Iteration : 24 *********************************************** *** Learn Path 24 *** loss function: -0.47635961 *** contribution from regularisation: 1.47119747E-03 *** contribution from error: -0.47783080 *** contribution from DIAG: 3.42834624E-04 *********************************************** --------------------------------------------------- Iteration : 25 *********************************************** *** Learn Path 25 *** loss function: -0.47638026 *** contribution from regularisation: 1.46940374E-03 *** contribution from error: -0.47784966 *** contribution from DIAG: 3.41567677E-04 *********************************************** --------------------------------------------------- Iteration : 26 *********************************************** *** Learn Path 26 *** loss function: -0.47639415 *** contribution from regularisation: 1.47260528E-03 *** contribution from error: -0.47786674 *** contribution from DIAG: 3.43422231E-04 *********************************************** --------------------------------------------------- Iteration : 27 *********************************************** *** Learn Path 27 *** loss function: -0.47641084 *** contribution from regularisation: 1.47094554E-03 *** contribution from error: -0.47788179 *** contribution from DIAG: 3.39671416E-04 *********************************************** --------------------------------------------------- Iteration : 28 *********************************************** *** Learn Path 28 *** loss function: -0.47642356 *** contribution from regularisation: 1.47228804E-03 *** contribution from error: -0.47789586 *** contribution from DIAG: 3.36273748E-04 *********************************************** --------------------------------------------------- Iteration : 29 *********************************************** *** Learn Path 29 *** loss function: -0.47643507 *** contribution from regularisation: 1.47364382E-03 *** contribution from error: -0.47790870 *** contribution from DIAG: 3.37803765E-04 *********************************************** --------------------------------------------------- Iteration : 30 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 262.03958 sigma out 27 active outputs RANK 2 NODE 2 --> 156.18668 sigma out 27 active outputs RANK 3 NODE 3 --> 109.02684 sigma out 27 active outputs RANK 4 NODE 6 --> 93.465584 sigma out 27 active outputs RANK 5 NODE 8 --> 87.387886 sigma out 27 active outputs RANK 6 NODE 4 --> 69.353745 sigma out 27 active outputs RANK 7 NODE 5 --> 67.056976 sigma out 27 active outputs RANK 8 NODE 7 --> 58.582939 sigma out 27 active outputs RANK 9 NODE 14 --> 55.805553 sigma out 27 active outputs RANK 10 NODE 11 --> 54.815563 sigma out 27 active outputs RANK 11 NODE 15 --> 50.826897 sigma out 27 active outputs RANK 12 NODE 12 --> 49.729286 sigma out 27 active outputs RANK 13 NODE 9 --> 42.754669 sigma out 27 active outputs RANK 14 NODE 16 --> 41.186016 sigma out 27 active outputs RANK 15 NODE 13 --> 37.710873 sigma out 27 active outputs RANK 16 NODE 19 --> 34.660900 sigma out 27 active outputs RANK 17 NODE 18 --> 33.993744 sigma out 27 active outputs RANK 18 NODE 17 --> 33.548542 sigma out 27 active outputs RANK 19 NODE 22 --> 25.074049 sigma out 27 active outputs RANK 20 NODE 20 --> 24.239149 sigma out 27 active outputs RANK 21 NODE 21 --> 22.790905 sigma out 27 active outputs RANK 22 NODE 23 --> 21.220980 sigma out 27 active outputs RANK 23 NODE 10 --> 18.291624 sigma out 27 active outputs RANK 24 NODE 25 --> 15.132094 sigma out 27 active outputs RANK 25 NODE 26 --> 13.284655 sigma out 27 active outputs RANK 26 NODE 24 --> 11.196307 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 159.01465 sigma in 26 act. ( 122.98782 sig out 1 act.) RANK 2 NODE 6 --> 138.43257 sigma in 26 act. ( 118.48881 sig out 1 act.) RANK 3 NODE 7 --> 138.22537 sigma in 26 act. ( 114.28568 sig out 1 act.) RANK 4 NODE 25 --> 131.50809 sigma in 26 act. ( 111.25762 sig out 1 act.) RANK 5 NODE 18 --> 110.90360 sigma in 26 act. ( 71.564270 sig out 1 act.) RANK 6 NODE 22 --> 96.847549 sigma in 26 act. ( 93.321571 sig out 1 act.) RANK 7 NODE 12 --> 96.267754 sigma in 26 act. ( 57.995686 sig out 1 act.) RANK 8 NODE 16 --> 87.548538 sigma in 26 act. ( 79.710594 sig out 1 act.) RANK 9 NODE 23 --> 83.224686 sigma in 26 act. ( 72.868668 sig out 1 act.) RANK 10 NODE 21 --> 75.812279 sigma in 26 act. ( 82.950256 sig out 1 act.) RANK 11 NODE 5 --> 65.463951 sigma in 26 act. ( 53.034992 sig out 1 act.) RANK 12 NODE 14 --> 58.056332 sigma in 26 act. ( 58.653496 sig out 1 act.) RANK 13 NODE 15 --> 56.293972 sigma in 26 act. ( 48.798580 sig out 1 act.) RANK 14 NODE 1 --> 49.787334 sigma in 26 act. ( 41.359337 sig out 1 act.) RANK 15 NODE 13 --> 48.207291 sigma in 26 act. ( 42.234093 sig out 1 act.) RANK 16 NODE 11 --> 47.493736 sigma in 26 act. ( 48.565239 sig out 1 act.) RANK 17 NODE 10 --> 45.156914 sigma in 26 act. ( 52.348049 sig out 1 act.) RANK 18 NODE 3 --> 33.318378 sigma in 26 act. ( 27.774511 sig out 1 act.) RANK 19 NODE 20 --> 27.122301 sigma in 26 act. ( 35.792229 sig out 1 act.) RANK 20 NODE 4 --> 25.940607 sigma in 26 act. ( 20.208443 sig out 1 act.) RANK 21 NODE 2 --> 25.851486 sigma in 26 act. ( 39.212727 sig out 1 act.) RANK 22 NODE 24 --> 21.086823 sigma in 26 act. ( 17.967262 sig out 1 act.) RANK 23 NODE 19 --> 20.225128 sigma in 26 act. ( 13.855528 sig out 1 act.) RANK 24 NODE 17 --> 17.489998 sigma in 26 act. ( 14.082634 sig out 1 act.) RANK 25 NODE 26 --> 11.440219 sigma in 26 act. ( 9.7909117 sig out 1 act.) RANK 26 NODE 9 --> 10.696839 sigma in 26 act. ( 9.3543959 sig out 1 act.) RANK 27 NODE 8 --> 7.9389181 sigma in 26 act. ( 2.7385883 sig out 1 act.) sorted by output significance RANK 1 NODE 27 --> 122.98782 sigma out 1 act.( 159.01465 sig in 26 act.) RANK 2 NODE 6 --> 118.48881 sigma out 1 act.( 138.43257 sig in 26 act.) RANK 3 NODE 7 --> 114.28568 sigma out 1 act.( 138.22537 sig in 26 act.) RANK 4 NODE 25 --> 111.25762 sigma out 1 act.( 131.50809 sig in 26 act.) RANK 5 NODE 22 --> 93.321571 sigma out 1 act.( 96.847549 sig in 26 act.) RANK 6 NODE 21 --> 82.950256 sigma out 1 act.( 75.812279 sig in 26 act.) RANK 7 NODE 16 --> 79.710594 sigma out 1 act.( 87.548538 sig in 26 act.) RANK 8 NODE 23 --> 72.868668 sigma out 1 act.( 83.224686 sig in 26 act.) RANK 9 NODE 18 --> 71.564270 sigma out 1 act.( 110.90360 sig in 26 act.) RANK 10 NODE 14 --> 58.653496 sigma out 1 act.( 58.056332 sig in 26 act.) RANK 11 NODE 12 --> 57.995686 sigma out 1 act.( 96.267754 sig in 26 act.) RANK 12 NODE 5 --> 53.034992 sigma out 1 act.( 65.463951 sig in 26 act.) RANK 13 NODE 10 --> 52.348049 sigma out 1 act.( 45.156914 sig in 26 act.) RANK 14 NODE 15 --> 48.798580 sigma out 1 act.( 56.293972 sig in 26 act.) RANK 15 NODE 11 --> 48.565239 sigma out 1 act.( 47.493736 sig in 26 act.) RANK 16 NODE 13 --> 42.234093 sigma out 1 act.( 48.207291 sig in 26 act.) RANK 17 NODE 1 --> 41.359337 sigma out 1 act.( 49.787334 sig in 26 act.) RANK 18 NODE 2 --> 39.212727 sigma out 1 act.( 25.851486 sig in 26 act.) RANK 19 NODE 20 --> 35.792229 sigma out 1 act.( 27.122301 sig in 26 act.) RANK 20 NODE 3 --> 27.774511 sigma out 1 act.( 33.318378 sig in 26 act.) RANK 21 NODE 4 --> 20.208443 sigma out 1 act.( 25.940607 sig in 26 act.) RANK 22 NODE 24 --> 17.967262 sigma out 1 act.( 21.086823 sig in 26 act.) RANK 23 NODE 17 --> 14.082634 sigma out 1 act.( 17.489998 sig in 26 act.) RANK 24 NODE 19 --> 13.855528 sigma out 1 act.( 20.225128 sig in 26 act.) RANK 25 NODE 26 --> 9.7909117 sigma out 1 act.( 11.440219 sig in 26 act.) RANK 26 NODE 9 --> 9.3543959 sigma out 1 act.( 10.696839 sig in 26 act.) RANK 27 NODE 8 --> 2.7385883 sigma out 1 act.( 7.9389181 sig in 26 act.) RANK 1 NODE 1 --> 335.37033 sigma in 27 active inputs *********************************************** *** Learn Path 30 *** loss function: -0.47645020 *** contribution from regularisation: 1.47041096E-03 *** contribution from error: -0.47792062 *** contribution from DIAG: 3.39701277E-04 *********************************************** --------------------------------------------------- Iteration : 31 *********************************************** *** Learn Path 31 *** loss function: -0.47646177 *** contribution from regularisation: 1.47034950E-03 *** contribution from error: -0.47793213 *** contribution from DIAG: 3.39887891E-04 *********************************************** --------------------------------------------------- Iteration : 32 *********************************************** *** Learn Path 32 *** loss function: -0.47647077 *** contribution from regularisation: 1.47227652E-03 *** contribution from error: -0.47794303 *** contribution from DIAG: 3.38764279E-04 *********************************************** --------------------------------------------------- Iteration : 33 *********************************************** *** Learn Path 33 *** loss function: -0.47647968 *** contribution from regularisation: 1.47328340E-03 *** contribution from error: -0.47795296 *** contribution from DIAG: 3.39208200E-04 *********************************************** --------------------------------------------------- Iteration : 34 *********************************************** *** Learn Path 34 *** loss function: -0.47649130 *** contribution from regularisation: 1.47112226E-03 *** contribution from error: -0.47796243 *** contribution from DIAG: 3.39238410E-04 *********************************************** --------------------------------------------------- Iteration : 35 *********************************************** *** Learn Path 35 *** loss function: -0.47650075 *** contribution from regularisation: 1.47115497E-03 *** contribution from error: -0.47797191 *** contribution from DIAG: 3.37497739E-04 *********************************************** --------------------------------------------------- Iteration : 36 *********************************************** *** Learn Path 36 *** loss function: -0.47650826 *** contribution from regularisation: 1.47275918E-03 *** contribution from error: -0.47798103 *** contribution from DIAG: 3.39640595E-04 *********************************************** --------------------------------------------------- Iteration : 37 *********************************************** *** Learn Path 37 *** loss function: -0.47651541 *** contribution from regularisation: 1.47394335E-03 *** contribution from error: -0.47798935 *** contribution from DIAG: 3.42613435E-04 *********************************************** --------------------------------------------------- Iteration : 38 *********************************************** *** Learn Path 38 *** loss function: -0.47652546 *** contribution from regularisation: 1.47226779E-03 *** contribution from error: -0.47799772 *** contribution from DIAG: 3.42969055E-04 *********************************************** --------------------------------------------------- Iteration : 39 *********************************************** *** Learn Path 39 *** loss function: -0.47653300 *** contribution from regularisation: 1.47263741E-03 *** contribution from error: -0.47800565 *** contribution from DIAG: 3.40987870E-04 *********************************************** --------------------------------------------------- Iteration : 40 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 262.20602 sigma out 27 active outputs RANK 2 NODE 2 --> 155.58519 sigma out 27 active outputs RANK 3 NODE 3 --> 108.57960 sigma out 27 active outputs RANK 4 NODE 6 --> 93.484245 sigma out 27 active outputs RANK 5 NODE 8 --> 87.466003 sigma out 27 active outputs RANK 6 NODE 4 --> 69.932648 sigma out 27 active outputs RANK 7 NODE 5 --> 67.318611 sigma out 27 active outputs RANK 8 NODE 7 --> 58.752106 sigma out 27 active outputs RANK 9 NODE 14 --> 55.727409 sigma out 27 active outputs RANK 10 NODE 11 --> 54.795532 sigma out 27 active outputs RANK 11 NODE 15 --> 50.730923 sigma out 27 active outputs RANK 12 NODE 12 --> 50.035828 sigma out 27 active outputs RANK 13 NODE 9 --> 42.704647 sigma out 27 active outputs RANK 14 NODE 16 --> 40.816143 sigma out 27 active outputs RANK 15 NODE 13 --> 37.575703 sigma out 27 active outputs RANK 16 NODE 19 --> 34.502338 sigma out 27 active outputs RANK 17 NODE 18 --> 34.015472 sigma out 27 active outputs RANK 18 NODE 17 --> 33.596096 sigma out 27 active outputs RANK 19 NODE 22 --> 24.747364 sigma out 27 active outputs RANK 20 NODE 20 --> 24.192917 sigma out 27 active outputs RANK 21 NODE 21 --> 22.891426 sigma out 27 active outputs RANK 22 NODE 23 --> 21.126532 sigma out 27 active outputs RANK 23 NODE 10 --> 19.442675 sigma out 27 active outputs RANK 24 NODE 25 --> 14.899904 sigma out 27 active outputs RANK 25 NODE 26 --> 13.447524 sigma out 27 active outputs RANK 26 NODE 24 --> 11.124906 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 158.76797 sigma in 26 act. ( 123.87916 sig out 1 act.) RANK 2 NODE 6 --> 138.73532 sigma in 26 act. ( 117.85975 sig out 1 act.) RANK 3 NODE 7 --> 137.93024 sigma in 26 act. ( 114.82461 sig out 1 act.) RANK 4 NODE 25 --> 131.69795 sigma in 26 act. ( 110.77914 sig out 1 act.) RANK 5 NODE 18 --> 110.83459 sigma in 26 act. ( 71.831848 sig out 1 act.) RANK 6 NODE 22 --> 96.875343 sigma in 26 act. ( 93.368805 sig out 1 act.) RANK 7 NODE 12 --> 96.185646 sigma in 26 act. ( 58.053825 sig out 1 act.) RANK 8 NODE 16 --> 87.474541 sigma in 26 act. ( 79.906631 sig out 1 act.) RANK 9 NODE 23 --> 83.070068 sigma in 26 act. ( 73.269142 sig out 1 act.) RANK 10 NODE 21 --> 76.062035 sigma in 26 act. ( 82.687691 sig out 1 act.) RANK 11 NODE 5 --> 65.395645 sigma in 26 act. ( 53.058971 sig out 1 act.) RANK 12 NODE 14 --> 57.911316 sigma in 26 act. ( 58.574528 sig out 1 act.) RANK 13 NODE 15 --> 56.319191 sigma in 26 act. ( 48.777748 sig out 1 act.) RANK 14 NODE 1 --> 49.912312 sigma in 26 act. ( 41.707085 sig out 1 act.) RANK 15 NODE 13 --> 48.181053 sigma in 26 act. ( 42.237392 sig out 1 act.) RANK 16 NODE 11 --> 47.339153 sigma in 26 act. ( 48.647942 sig out 1 act.) RANK 17 NODE 10 --> 45.134060 sigma in 26 act. ( 52.516998 sig out 1 act.) RANK 18 NODE 3 --> 33.376129 sigma in 26 act. ( 27.965193 sig out 1 act.) RANK 19 NODE 20 --> 27.055855 sigma in 26 act. ( 35.696270 sig out 1 act.) RANK 20 NODE 4 --> 26.076626 sigma in 26 act. ( 20.325340 sig out 1 act.) RANK 21 NODE 2 --> 26.047596 sigma in 26 act. ( 39.285805 sig out 1 act.) RANK 22 NODE 24 --> 21.073187 sigma in 26 act. ( 18.164364 sig out 1 act.) RANK 23 NODE 19 --> 20.325974 sigma in 26 act. ( 14.009325 sig out 1 act.) RANK 24 NODE 17 --> 17.338791 sigma in 26 act. ( 14.159884 sig out 1 act.) RANK 25 NODE 26 --> 11.400524 sigma in 26 act. ( 9.8036280 sig out 1 act.) RANK 26 NODE 9 --> 10.853417 sigma in 26 act. ( 9.5766420 sig out 1 act.) RANK 27 NODE 8 --> 7.8930321 sigma in 26 act. ( 2.8115890 sig out 1 act.) sorted by output significance RANK 1 NODE 27 --> 123.87916 sigma out 1 act.( 158.76797 sig in 26 act.) RANK 2 NODE 6 --> 117.85975 sigma out 1 act.( 138.73532 sig in 26 act.) RANK 3 NODE 7 --> 114.82461 sigma out 1 act.( 137.93024 sig in 26 act.) RANK 4 NODE 25 --> 110.77914 sigma out 1 act.( 131.69795 sig in 26 act.) RANK 5 NODE 22 --> 93.368805 sigma out 1 act.( 96.875343 sig in 26 act.) RANK 6 NODE 21 --> 82.687691 sigma out 1 act.( 76.062035 sig in 26 act.) RANK 7 NODE 16 --> 79.906631 sigma out 1 act.( 87.474541 sig in 26 act.) RANK 8 NODE 23 --> 73.269142 sigma out 1 act.( 83.070068 sig in 26 act.) RANK 9 NODE 18 --> 71.831848 sigma out 1 act.( 110.83459 sig in 26 act.) RANK 10 NODE 14 --> 58.574528 sigma out 1 act.( 57.911316 sig in 26 act.) RANK 11 NODE 12 --> 58.053825 sigma out 1 act.( 96.185646 sig in 26 act.) RANK 12 NODE 5 --> 53.058971 sigma out 1 act.( 65.395645 sig in 26 act.) RANK 13 NODE 10 --> 52.516998 sigma out 1 act.( 45.134060 sig in 26 act.) RANK 14 NODE 15 --> 48.777748 sigma out 1 act.( 56.319191 sig in 26 act.) RANK 15 NODE 11 --> 48.647942 sigma out 1 act.( 47.339153 sig in 26 act.) RANK 16 NODE 13 --> 42.237392 sigma out 1 act.( 48.181053 sig in 26 act.) RANK 17 NODE 1 --> 41.707085 sigma out 1 act.( 49.912312 sig in 26 act.) RANK 18 NODE 2 --> 39.285805 sigma out 1 act.( 26.047596 sig in 26 act.) RANK 19 NODE 20 --> 35.696270 sigma out 1 act.( 27.055855 sig in 26 act.) RANK 20 NODE 3 --> 27.965193 sigma out 1 act.( 33.376129 sig in 26 act.) RANK 21 NODE 4 --> 20.325340 sigma out 1 act.( 26.076626 sig in 26 act.) RANK 22 NODE 24 --> 18.164364 sigma out 1 act.( 21.073187 sig in 26 act.) RANK 23 NODE 17 --> 14.159884 sigma out 1 act.( 17.338791 sig in 26 act.) RANK 24 NODE 19 --> 14.009325 sigma out 1 act.( 20.325974 sig in 26 act.) RANK 25 NODE 26 --> 9.8036280 sigma out 1 act.( 11.400524 sig in 26 act.) RANK 26 NODE 9 --> 9.5766420 sigma out 1 act.( 10.853417 sig in 26 act.) RANK 27 NODE 8 --> 2.8115890 sigma out 1 act.( 7.8930321 sig in 26 act.) RANK 1 NODE 1 --> 335.76929 sigma in 27 active inputs *********************************************** *** Learn Path 40 *** loss function: -0.47654182 *** contribution from regularisation: 1.47168071E-03 *** contribution from error: -0.47801349 *** contribution from DIAG: 3.42422951E-04 *********************************************** --------------------------------------------------- Iteration : 41 *********************************************** *** Learn Path 41 *** loss function: -0.47654876 *** contribution from regularisation: 1.47219002E-03 *** contribution from error: -0.47802097 *** contribution from DIAG: 3.43779539E-04 *********************************************** --------------------------------------------------- Iteration : 42 *********************************************** *** Learn Path 42 *** loss function: -0.47655743 *** contribution from regularisation: 1.47042004E-03 *** contribution from error: -0.47802785 *** contribution from DIAG: 3.42834013E-04 *********************************************** --------------------------------------------------- Iteration : 43 *********************************************** *** Learn Path 43 *** loss function: -0.47656214 *** contribution from regularisation: 1.47296628E-03 *** contribution from error: -0.47803512 *** contribution from DIAG: 3.42689658E-04 *********************************************** --------------------------------------------------- Iteration : 44 *********************************************** *** Learn Path 44 *** loss function: -0.47656804 *** contribution from regularisation: 1.47375953E-03 *** contribution from error: -0.47804180 *** contribution from DIAG: 3.42029351E-04 *********************************************** --------------------------------------------------- Iteration : 45 *********************************************** *** Learn Path 45 *** loss function: -0.47657582 *** contribution from regularisation: 1.47278584E-03 *** contribution from error: -0.47804859 *** contribution from DIAG: 3.41810199E-04 *********************************************** --------------------------------------------------- Iteration : 46 *********************************************** *** Learn Path 46 *** loss function: -0.47658280 *** contribution from regularisation: 1.47234858E-03 *** contribution from error: -0.47805515 *** contribution from DIAG: 3.42290848E-04 *********************************************** --------------------------------------------------- Iteration : 47 *********************************************** *** Learn Path 47 *** loss function: -0.47658986 *** contribution from regularisation: 1.47185731E-03 *** contribution from error: -0.47806171 *** contribution from DIAG: 3.44399741E-04 *********************************************** --------------------------------------------------- Iteration : 48 kill weight from layer 1 knot 12 to knot 17 *********************************************** *** Learn Path 48 *** loss function: -0.47659391 *** contribution from regularisation: 1.47406175E-03 *** contribution from error: -0.47806796 *** contribution from DIAG: 3.45099485E-04 *********************************************** --------------------------------------------------- Iteration : 49 *********************************************** *** Learn Path 49 *** loss function: -0.47660327 *** contribution from regularisation: 1.47107255E-03 *** contribution from error: -0.47807434 *** contribution from DIAG: 3.46658606E-04 *********************************************** --------------------------------------------------- Iteration : 50 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 262.88092 sigma out 27 active outputs RANK 2 NODE 2 --> 156.69916 sigma out 27 active outputs RANK 3 NODE 3 --> 109.33125 sigma out 27 active outputs RANK 4 NODE 6 --> 93.506546 sigma out 27 active outputs RANK 5 NODE 8 --> 88.216293 sigma out 27 active outputs RANK 6 NODE 4 --> 70.004280 sigma out 27 active outputs RANK 7 NODE 5 --> 67.186829 sigma out 27 active outputs RANK 8 NODE 7 --> 58.177578 sigma out 27 active outputs RANK 9 NODE 14 --> 56.012753 sigma out 27 active outputs RANK 10 NODE 11 --> 54.903698 sigma out 27 active outputs RANK 11 NODE 15 --> 50.893509 sigma out 27 active outputs RANK 12 NODE 12 --> 49.884613 sigma out 26 active outputs RANK 13 NODE 9 --> 42.690086 sigma out 27 active outputs RANK 14 NODE 16 --> 41.010117 sigma out 27 active outputs RANK 15 NODE 13 --> 37.581894 sigma out 27 active outputs RANK 16 NODE 19 --> 34.786812 sigma out 27 active outputs RANK 17 NODE 18 --> 34.004501 sigma out 27 active outputs RANK 18 NODE 17 --> 33.609509 sigma out 27 active outputs RANK 19 NODE 22 --> 24.951181 sigma out 27 active outputs RANK 20 NODE 20 --> 23.997622 sigma out 27 active outputs RANK 21 NODE 21 --> 23.009947 sigma out 27 active outputs RANK 22 NODE 23 --> 21.157305 sigma out 27 active outputs RANK 23 NODE 10 --> 19.538671 sigma out 27 active outputs RANK 24 NODE 25 --> 14.889439 sigma out 27 active outputs RANK 25 NODE 26 --> 13.545159 sigma out 27 active outputs RANK 26 NODE 24 --> 11.115877 sigma out 27 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 159.35167 sigma in 26 act. ( 124.14230 sig out 1 act.) RANK 2 NODE 6 --> 138.95001 sigma in 26 act. ( 118.82848 sig out 1 act.) RANK 3 NODE 7 --> 138.38313 sigma in 26 act. ( 114.86174 sig out 1 act.) RANK 4 NODE 25 --> 132.02411 sigma in 26 act. ( 111.09074 sig out 1 act.) RANK 5 NODE 18 --> 111.13676 sigma in 26 act. ( 72.128532 sig out 1 act.) RANK 6 NODE 22 --> 96.909386 sigma in 26 act. ( 93.238297 sig out 1 act.) RANK 7 NODE 12 --> 96.538239 sigma in 26 act. ( 57.940708 sig out 1 act.) RANK 8 NODE 16 --> 88.562347 sigma in 26 act. ( 79.893974 sig out 1 act.) RANK 9 NODE 23 --> 83.254219 sigma in 26 act. ( 73.196457 sig out 1 act.) RANK 10 NODE 21 --> 76.224083 sigma in 26 act. ( 83.009605 sig out 1 act.) RANK 11 NODE 5 --> 65.622147 sigma in 26 act. ( 53.105671 sig out 1 act.) RANK 12 NODE 14 --> 58.236679 sigma in 26 act. ( 58.518890 sig out 1 act.) RANK 13 NODE 15 --> 56.380680 sigma in 26 act. ( 48.912659 sig out 1 act.) RANK 14 NODE 1 --> 50.236984 sigma in 26 act. ( 41.808495 sig out 1 act.) RANK 15 NODE 13 --> 48.289677 sigma in 26 act. ( 42.285938 sig out 1 act.) RANK 16 NODE 11 --> 47.508224 sigma in 26 act. ( 48.858540 sig out 1 act.) RANK 17 NODE 10 --> 45.178211 sigma in 26 act. ( 53.019058 sig out 1 act.) RANK 18 NODE 3 --> 33.601093 sigma in 26 act. ( 28.047388 sig out 1 act.) RANK 19 NODE 20 --> 27.143814 sigma in 26 act. ( 35.748291 sig out 1 act.) RANK 20 NODE 4 --> 26.182318 sigma in 26 act. ( 20.447191 sig out 1 act.) RANK 21 NODE 2 --> 26.102097 sigma in 26 act. ( 39.734818 sig out 1 act.) RANK 22 NODE 24 --> 21.168619 sigma in 26 act. ( 18.306524 sig out 1 act.) RANK 23 NODE 19 --> 20.494930 sigma in 26 act. ( 14.142779 sig out 1 act.) RANK 24 NODE 17 --> 17.264482 sigma in 25 act. ( 14.319421 sig out 1 act.) RANK 25 NODE 26 --> 11.387245 sigma in 26 act. ( 9.7700977 sig out 1 act.) RANK 26 NODE 9 --> 10.972159 sigma in 26 act. ( 9.8555145 sig out 1 act.) RANK 27 NODE 8 --> 7.8578267 sigma in 26 act. ( 2.8705521 sig out 1 act.) sorted by output significance RANK 1 NODE 27 --> 124.14230 sigma out 1 act.( 159.35167 sig in 26 act.) RANK 2 NODE 6 --> 118.82848 sigma out 1 act.( 138.95001 sig in 26 act.) RANK 3 NODE 7 --> 114.86174 sigma out 1 act.( 138.38313 sig in 26 act.) RANK 4 NODE 25 --> 111.09074 sigma out 1 act.( 132.02411 sig in 26 act.) RANK 5 NODE 22 --> 93.238297 sigma out 1 act.( 96.909386 sig in 26 act.) RANK 6 NODE 21 --> 83.009605 sigma out 1 act.( 76.224083 sig in 26 act.) RANK 7 NODE 16 --> 79.893974 sigma out 1 act.( 88.562347 sig in 26 act.) RANK 8 NODE 23 --> 73.196457 sigma out 1 act.( 83.254219 sig in 26 act.) RANK 9 NODE 18 --> 72.128532 sigma out 1 act.( 111.13676 sig in 26 act.) RANK 10 NODE 14 --> 58.518890 sigma out 1 act.( 58.236679 sig in 26 act.) RANK 11 NODE 12 --> 57.940708 sigma out 1 act.( 96.538239 sig in 26 act.) RANK 12 NODE 5 --> 53.105671 sigma out 1 act.( 65.622147 sig in 26 act.) RANK 13 NODE 10 --> 53.019058 sigma out 1 act.( 45.178211 sig in 26 act.) RANK 14 NODE 15 --> 48.912659 sigma out 1 act.( 56.380680 sig in 26 act.) RANK 15 NODE 11 --> 48.858540 sigma out 1 act.( 47.508224 sig in 26 act.) RANK 16 NODE 13 --> 42.285938 sigma out 1 act.( 48.289677 sig in 26 act.) RANK 17 NODE 1 --> 41.808495 sigma out 1 act.( 50.236984 sig in 26 act.) RANK 18 NODE 2 --> 39.734818 sigma out 1 act.( 26.102097 sig in 26 act.) RANK 19 NODE 20 --> 35.748291 sigma out 1 act.( 27.143814 sig in 26 act.) RANK 20 NODE 3 --> 28.047388 sigma out 1 act.( 33.601093 sig in 26 act.) RANK 21 NODE 4 --> 20.447191 sigma out 1 act.( 26.182318 sig in 26 act.) RANK 22 NODE 24 --> 18.306524 sigma out 1 act.( 21.168619 sig in 26 act.) RANK 23 NODE 17 --> 14.319421 sigma out 1 act.( 17.264482 sig in 25 act.) RANK 24 NODE 19 --> 14.142779 sigma out 1 act.( 20.494930 sig in 26 act.) RANK 25 NODE 9 --> 9.8555145 sigma out 1 act.( 10.972159 sig in 26 act.) RANK 26 NODE 26 --> 9.7700977 sigma out 1 act.( 11.387245 sig in 26 act.) RANK 27 NODE 8 --> 2.8705521 sigma out 1 act.( 7.8578267 sig in 26 act.) RANK 1 NODE 1 --> 336.63657 sigma in 27 active inputs *********************************************** *** Learn Path 50 *** loss function: -0.47660890 *** contribution from regularisation: 1.47140678E-03 *** contribution from error: -0.47808030 *** contribution from DIAG: 3.44481145E-04 *********************************************** --------------------------------------------------- Iteration : 51 *********************************************** *** Learn Path 51 *** loss function: -0.47661331 *** contribution from regularisation: 1.47282972E-03 *** contribution from error: -0.47808614 *** contribution from DIAG: 3.44979111E-04 *********************************************** --------------------------------------------------- Iteration : 52 kill weight from layer 1 knot 25 to knot 2 *********************************************** *** Learn Path 52 *** loss function: -0.47662100 *** contribution from regularisation: 1.47113774E-03 *** contribution from error: -0.47809213 *** contribution from DIAG: 3.39538645E-04 *********************************************** --------------------------------------------------- Iteration : 53 *********************************************** *** Learn Path 53 *** loss function: -0.47662774 *** contribution from regularisation: 1.47004239E-03 *** contribution from error: -0.47809777 *** contribution from DIAG: 3.41156934E-04 *********************************************** --------------------------------------------------- Iteration : 54 kill weight from layer 1 knot 24 to knot 20 *********************************************** *** Learn Path 54 *** loss function: -0.47663066 *** contribution from regularisation: 1.47271832E-03 *** contribution from error: -0.47810337 *** contribution from DIAG: 3.48709873E-04 *********************************************** --------------------------------------------------- Iteration : 55 *********************************************** *** Learn Path 55 *** loss function: -0.47663704 *** contribution from regularisation: 1.47200876E-03 *** contribution from error: -0.47810903 *** contribution from DIAG: 3.49269802E-04 *********************************************** --------------------------------------------------- Iteration : 56 *********************************************** *** Learn Path 56 *** loss function: -0.47664469 *** contribution from regularisation: 1.46980956E-03 *** contribution from error: -0.47811452 *** contribution from DIAG: 3.49397218E-04 *********************************************** --------------------------------------------------- Iteration : 57 *********************************************** *** Learn Path 57 *** loss function: -0.47664952 *** contribution from regularisation: 1.47020293E-03 *** contribution from error: -0.47811973 *** contribution from DIAG: 3.52677191E-04 *********************************************** --------------------------------------------------- Iteration : 58 kill weight from layer 1 knot 22 to knot 11 *********************************************** *** Learn Path 58 *** loss function: -0.47665325 *** contribution from regularisation: 1.47197919E-03 *** contribution from error: -0.47812521 *** contribution from DIAG: 3.52132338E-04 *********************************************** --------------------------------------------------- Iteration : 59 *********************************************** *** Learn Path 59 *** loss function: -0.47666171 *** contribution from regularisation: 1.46875333E-03 *** contribution from error: -0.47813046 *** contribution from DIAG: 3.52653238E-04 *********************************************** --------------------------------------------------- Iteration : 60 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 262.45993 sigma out 27 active outputs RANK 2 NODE 2 --> 156.29401 sigma out 27 active outputs RANK 3 NODE 3 --> 109.18796 sigma out 27 active outputs RANK 4 NODE 6 --> 93.099182 sigma out 27 active outputs RANK 5 NODE 8 --> 87.255257 sigma out 27 active outputs RANK 6 NODE 4 --> 69.834442 sigma out 27 active outputs RANK 7 NODE 5 --> 67.724510 sigma out 27 active outputs RANK 8 NODE 7 --> 58.338505 sigma out 27 active outputs RANK 9 NODE 14 --> 55.501812 sigma out 27 active outputs RANK 10 NODE 11 --> 54.953533 sigma out 27 active outputs RANK 11 NODE 15 --> 50.618954 sigma out 27 active outputs RANK 12 NODE 12 --> 49.575085 sigma out 26 active outputs RANK 13 NODE 9 --> 42.608810 sigma out 27 active outputs RANK 14 NODE 16 --> 41.015617 sigma out 27 active outputs RANK 15 NODE 13 --> 37.625645 sigma out 27 active outputs RANK 16 NODE 19 --> 34.631763 sigma out 27 active outputs RANK 17 NODE 18 --> 33.934853 sigma out 27 active outputs RANK 18 NODE 17 --> 33.296894 sigma out 27 active outputs RANK 19 NODE 22 --> 24.995090 sigma out 26 active outputs RANK 20 NODE 20 --> 23.796114 sigma out 27 active outputs RANK 21 NODE 21 --> 22.750162 sigma out 27 active outputs RANK 22 NODE 23 --> 21.007597 sigma out 27 active outputs RANK 23 NODE 10 --> 18.538618 sigma out 27 active outputs RANK 24 NODE 25 --> 14.905186 sigma out 26 active outputs RANK 25 NODE 26 --> 13.582276 sigma out 27 active outputs RANK 26 NODE 24 --> 11.026038 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 159.25668 sigma in 26 act. ( 123.52039 sig out 1 act.) RANK 2 NODE 6 --> 138.28381 sigma in 26 act. ( 118.60633 sig out 1 act.) RANK 3 NODE 7 --> 137.91370 sigma in 26 act. ( 114.79768 sig out 1 act.) RANK 4 NODE 25 --> 131.68533 sigma in 26 act. ( 110.63207 sig out 1 act.) RANK 5 NODE 18 --> 110.81641 sigma in 26 act. ( 71.991959 sig out 1 act.) RANK 6 NODE 22 --> 96.708771 sigma in 26 act. ( 92.828705 sig out 1 act.) RANK 7 NODE 12 --> 96.263123 sigma in 26 act. ( 57.804806 sig out 1 act.) RANK 8 NODE 16 --> 88.491707 sigma in 26 act. ( 79.680412 sig out 1 act.) RANK 9 NODE 23 --> 83.060280 sigma in 26 act. ( 72.845451 sig out 1 act.) RANK 10 NODE 21 --> 76.140213 sigma in 26 act. ( 82.876045 sig out 1 act.) RANK 11 NODE 5 --> 65.374336 sigma in 26 act. ( 53.020142 sig out 1 act.) RANK 12 NODE 14 --> 58.007629 sigma in 26 act. ( 58.394573 sig out 1 act.) RANK 13 NODE 15 --> 56.371090 sigma in 26 act. ( 48.226276 sig out 1 act.) RANK 14 NODE 1 --> 50.192951 sigma in 26 act. ( 41.773811 sig out 1 act.) RANK 15 NODE 13 --> 48.064377 sigma in 26 act. ( 42.243832 sig out 1 act.) RANK 16 NODE 11 --> 47.426697 sigma in 25 act. ( 48.452457 sig out 1 act.) RANK 17 NODE 10 --> 44.982891 sigma in 26 act. ( 53.273643 sig out 1 act.) RANK 18 NODE 3 --> 33.618332 sigma in 26 act. ( 27.904892 sig out 1 act.) RANK 19 NODE 20 --> 27.053019 sigma in 25 act. ( 35.714146 sig out 1 act.) RANK 20 NODE 4 --> 26.176958 sigma in 26 act. ( 20.544081 sig out 1 act.) RANK 21 NODE 2 --> 26.139795 sigma in 25 act. ( 39.827759 sig out 1 act.) RANK 22 NODE 24 --> 21.176260 sigma in 26 act. ( 18.336664 sig out 1 act.) RANK 23 NODE 19 --> 20.515789 sigma in 26 act. ( 14.203189 sig out 1 act.) RANK 24 NODE 17 --> 17.185785 sigma in 25 act. ( 14.340693 sig out 1 act.) RANK 25 NODE 26 --> 11.335946 sigma in 26 act. ( 9.7157164 sig out 1 act.) RANK 26 NODE 9 --> 11.027280 sigma in 26 act. ( 9.9793062 sig out 1 act.) RANK 27 NODE 8 --> 7.8176875 sigma in 26 act. ( 2.9118979 sig out 1 act.) sorted by output significance RANK 1 NODE 27 --> 123.52039 sigma out 1 act.( 159.25668 sig in 26 act.) RANK 2 NODE 6 --> 118.60633 sigma out 1 act.( 138.28381 sig in 26 act.) RANK 3 NODE 7 --> 114.79768 sigma out 1 act.( 137.91370 sig in 26 act.) RANK 4 NODE 25 --> 110.63207 sigma out 1 act.( 131.68533 sig in 26 act.) RANK 5 NODE 22 --> 92.828705 sigma out 1 act.( 96.708771 sig in 26 act.) RANK 6 NODE 21 --> 82.876045 sigma out 1 act.( 76.140213 sig in 26 act.) RANK 7 NODE 16 --> 79.680412 sigma out 1 act.( 88.491707 sig in 26 act.) RANK 8 NODE 23 --> 72.845451 sigma out 1 act.( 83.060280 sig in 26 act.) RANK 9 NODE 18 --> 71.991959 sigma out 1 act.( 110.81641 sig in 26 act.) RANK 10 NODE 14 --> 58.394573 sigma out 1 act.( 58.007629 sig in 26 act.) RANK 11 NODE 12 --> 57.804806 sigma out 1 act.( 96.263123 sig in 26 act.) RANK 12 NODE 10 --> 53.273643 sigma out 1 act.( 44.982891 sig in 26 act.) RANK 13 NODE 5 --> 53.020142 sigma out 1 act.( 65.374336 sig in 26 act.) RANK 14 NODE 11 --> 48.452457 sigma out 1 act.( 47.426697 sig in 25 act.) RANK 15 NODE 15 --> 48.226276 sigma out 1 act.( 56.371090 sig in 26 act.) RANK 16 NODE 13 --> 42.243832 sigma out 1 act.( 48.064377 sig in 26 act.) RANK 17 NODE 1 --> 41.773811 sigma out 1 act.( 50.192951 sig in 26 act.) RANK 18 NODE 2 --> 39.827759 sigma out 1 act.( 26.139795 sig in 25 act.) RANK 19 NODE 20 --> 35.714146 sigma out 1 act.( 27.053019 sig in 25 act.) RANK 20 NODE 3 --> 27.904892 sigma out 1 act.( 33.618332 sig in 26 act.) RANK 21 NODE 4 --> 20.544081 sigma out 1 act.( 26.176958 sig in 26 act.) RANK 22 NODE 24 --> 18.336664 sigma out 1 act.( 21.176260 sig in 26 act.) RANK 23 NODE 17 --> 14.340693 sigma out 1 act.( 17.185785 sig in 25 act.) RANK 24 NODE 19 --> 14.203189 sigma out 1 act.( 20.515789 sig in 26 act.) RANK 25 NODE 9 --> 9.9793062 sigma out 1 act.( 11.027280 sig in 26 act.) RANK 26 NODE 26 --> 9.7157164 sigma out 1 act.( 11.335946 sig in 26 act.) RANK 27 NODE 8 --> 2.9118979 sigma out 1 act.( 7.8176875 sig in 26 act.) RANK 1 NODE 1 --> 335.67651 sigma in 27 active inputs *********************************************** *** Learn Path 60 *** loss function: -0.47666711 *** contribution from regularisation: 1.46833330E-03 *** contribution from error: -0.47813544 *** contribution from DIAG: 3.53243377E-04 *********************************************** --------------------------------------------------- Iteration : 61 kill weight from layer 1 knot 20 to knot 2 kill weight from layer 1 knot 12 to knot 16 *********************************************** *** Learn Path 61 *** loss function: -0.47667196 *** contribution from regularisation: 1.46856287E-03 *** contribution from error: -0.47814053 *** contribution from DIAG: 3.53920070E-04 *********************************************** --------------------------------------------------- Iteration : 62 *********************************************** *** Learn Path 62 *** loss function: -0.47667947 *** contribution from regularisation: 1.46592141E-03 *** contribution from error: -0.47814539 *** contribution from DIAG: 3.54126503E-04 *********************************************** --------------------------------------------------- Iteration : 63 *********************************************** *** Learn Path 63 *** loss function: -0.47668409 *** contribution from regularisation: 1.46597764E-03 *** contribution from error: -0.47815007 *** contribution from DIAG: 3.51681956E-04 *********************************************** --------------------------------------------------- Iteration : 64 kill weight from layer 1 knot 6 to knot 10 *********************************************** *** Learn Path 64 *** loss function: -0.47668844 *** contribution from regularisation: 1.46624586E-03 *** contribution from error: -0.47815469 *** contribution from DIAG: 3.53663985E-04 *********************************************** --------------------------------------------------- Iteration : 65 *********************************************** *** Learn Path 65 *** loss function: -0.47669643 *** contribution from regularisation: 1.46291894E-03 *** contribution from error: -0.47815934 *** contribution from DIAG: 3.53130803E-04 *********************************************** --------------------------------------------------- Iteration : 66 *********************************************** *** Learn Path 66 *** loss function: -0.47670135 *** contribution from regularisation: 1.46262511E-03 *** contribution from error: -0.47816399 *** contribution from DIAG: 3.54607066E-04 *********************************************** --------------------------------------------------- Iteration : 67 *********************************************** *** Learn Path 67 *** loss function: -0.47670469 *** contribution from regularisation: 1.46375352E-03 *** contribution from error: -0.47816843 *** contribution from DIAG: 3.54705408E-04 *********************************************** --------------------------------------------------- Iteration : 68 *********************************************** *** Learn Path 68 *** loss function: -0.47670716 *** contribution from regularisation: 1.46587205E-03 *** contribution from error: -0.47817305 *** contribution from DIAG: 3.53698502E-04 *********************************************** --------------------------------------------------- Iteration : 69 *********************************************** *** Learn Path 69 *** loss function: -0.47671404 *** contribution from regularisation: 1.46316318E-03 *** contribution from error: -0.47817722 *** contribution from DIAG: 3.53499228E-04 *********************************************** --------------------------------------------------- Iteration : 70 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 262.47235 sigma out 27 active outputs RANK 2 NODE 2 --> 156.03276 sigma out 27 active outputs RANK 3 NODE 3 --> 109.24736 sigma out 27 active outputs RANK 4 NODE 6 --> 93.252289 sigma out 26 active outputs RANK 5 NODE 8 --> 87.352592 sigma out 27 active outputs RANK 6 NODE 4 --> 70.122292 sigma out 27 active outputs RANK 7 NODE 5 --> 67.708870 sigma out 27 active outputs RANK 8 NODE 7 --> 58.324245 sigma out 27 active outputs RANK 9 NODE 14 --> 55.554390 sigma out 27 active outputs RANK 10 NODE 11 --> 55.160812 sigma out 27 active outputs RANK 11 NODE 15 --> 50.479645 sigma out 27 active outputs RANK 12 NODE 12 --> 49.911201 sigma out 25 active outputs RANK 13 NODE 9 --> 42.617546 sigma out 27 active outputs RANK 14 NODE 16 --> 41.054310 sigma out 27 active outputs RANK 15 NODE 13 --> 37.580547 sigma out 27 active outputs RANK 16 NODE 19 --> 34.755249 sigma out 27 active outputs RANK 17 NODE 18 --> 34.051998 sigma out 27 active outputs RANK 18 NODE 17 --> 33.354576 sigma out 27 active outputs RANK 19 NODE 22 --> 24.581100 sigma out 26 active outputs RANK 20 NODE 20 --> 23.911808 sigma out 26 active outputs RANK 21 NODE 21 --> 23.044600 sigma out 27 active outputs RANK 22 NODE 23 --> 20.899166 sigma out 27 active outputs RANK 23 NODE 10 --> 19.252367 sigma out 27 active outputs RANK 24 NODE 25 --> 14.736624 sigma out 26 active outputs RANK 25 NODE 26 --> 13.682832 sigma out 27 active outputs RANK 26 NODE 24 --> 11.016715 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 159.06168 sigma in 26 act. ( 124.23916 sig out 1 act.) RANK 2 NODE 6 --> 138.62021 sigma in 26 act. ( 118.14587 sig out 1 act.) RANK 3 NODE 7 --> 137.92719 sigma in 26 act. ( 114.92532 sig out 1 act.) RANK 4 NODE 25 --> 131.63548 sigma in 26 act. ( 111.13531 sig out 1 act.) RANK 5 NODE 18 --> 110.90942 sigma in 26 act. ( 71.872841 sig out 1 act.) RANK 6 NODE 22 --> 96.695572 sigma in 26 act. ( 92.946991 sig out 1 act.) RANK 7 NODE 12 --> 96.248672 sigma in 26 act. ( 58.107754 sig out 1 act.) RANK 8 NODE 16 --> 88.555214 sigma in 25 act. ( 79.799355 sig out 1 act.) RANK 9 NODE 23 --> 83.048073 sigma in 26 act. ( 73.079552 sig out 1 act.) RANK 10 NODE 21 --> 76.376945 sigma in 26 act. ( 82.872711 sig out 1 act.) RANK 11 NODE 5 --> 65.380135 sigma in 26 act. ( 53.100842 sig out 1 act.) RANK 12 NODE 14 --> 57.966709 sigma in 26 act. ( 58.436676 sig out 1 act.) RANK 13 NODE 15 --> 56.327095 sigma in 26 act. ( 48.456696 sig out 1 act.) RANK 14 NODE 1 --> 50.285751 sigma in 26 act. ( 42.078896 sig out 1 act.) RANK 15 NODE 13 --> 48.072266 sigma in 26 act. ( 42.293999 sig out 1 act.) RANK 16 NODE 11 --> 47.411243 sigma in 25 act. ( 48.592896 sig out 1 act.) RANK 17 NODE 10 --> 45.142303 sigma in 25 act. ( 53.289494 sig out 1 act.) RANK 18 NODE 3 --> 33.670353 sigma in 26 act. ( 28.064785 sig out 1 act.) RANK 19 NODE 20 --> 26.991766 sigma in 25 act. ( 35.697140 sig out 1 act.) RANK 20 NODE 2 --> 26.284815 sigma in 24 act. ( 39.888554 sig out 1 act.) RANK 21 NODE 4 --> 26.238546 sigma in 26 act. ( 20.612982 sig out 1 act.) RANK 22 NODE 24 --> 21.159311 sigma in 26 act. ( 18.495222 sig out 1 act.) RANK 23 NODE 19 --> 20.571920 sigma in 26 act. ( 14.269506 sig out 1 act.) RANK 24 NODE 17 --> 17.101419 sigma in 25 act. ( 14.430546 sig out 1 act.) RANK 25 NODE 26 --> 11.306106 sigma in 26 act. ( 9.7306528 sig out 1 act.) RANK 26 NODE 9 --> 11.122545 sigma in 26 act. ( 10.089276 sig out 1 act.) RANK 27 NODE 8 --> 7.8067842 sigma in 26 act. ( 2.9489110 sig out 1 act.) sorted by output significance RANK 1 NODE 27 --> 124.23916 sigma out 1 act.( 159.06168 sig in 26 act.) RANK 2 NODE 6 --> 118.14587 sigma out 1 act.( 138.62021 sig in 26 act.) RANK 3 NODE 7 --> 114.92532 sigma out 1 act.( 137.92719 sig in 26 act.) RANK 4 NODE 25 --> 111.13531 sigma out 1 act.( 131.63548 sig in 26 act.) RANK 5 NODE 22 --> 92.946991 sigma out 1 act.( 96.695572 sig in 26 act.) RANK 6 NODE 21 --> 82.872711 sigma out 1 act.( 76.376945 sig in 26 act.) RANK 7 NODE 16 --> 79.799355 sigma out 1 act.( 88.555214 sig in 25 act.) RANK 8 NODE 23 --> 73.079552 sigma out 1 act.( 83.048073 sig in 26 act.) RANK 9 NODE 18 --> 71.872841 sigma out 1 act.( 110.90942 sig in 26 act.) RANK 10 NODE 14 --> 58.436676 sigma out 1 act.( 57.966709 sig in 26 act.) RANK 11 NODE 12 --> 58.107754 sigma out 1 act.( 96.248672 sig in 26 act.) RANK 12 NODE 10 --> 53.289494 sigma out 1 act.( 45.142303 sig in 25 act.) RANK 13 NODE 5 --> 53.100842 sigma out 1 act.( 65.380135 sig in 26 act.) RANK 14 NODE 11 --> 48.592896 sigma out 1 act.( 47.411243 sig in 25 act.) RANK 15 NODE 15 --> 48.456696 sigma out 1 act.( 56.327095 sig in 26 act.) RANK 16 NODE 13 --> 42.293999 sigma out 1 act.( 48.072266 sig in 26 act.) RANK 17 NODE 1 --> 42.078896 sigma out 1 act.( 50.285751 sig in 26 act.) RANK 18 NODE 2 --> 39.888554 sigma out 1 act.( 26.284815 sig in 24 act.) RANK 19 NODE 20 --> 35.697140 sigma out 1 act.( 26.991766 sig in 25 act.) RANK 20 NODE 3 --> 28.064785 sigma out 1 act.( 33.670353 sig in 26 act.) RANK 21 NODE 4 --> 20.612982 sigma out 1 act.( 26.238546 sig in 26 act.) RANK 22 NODE 24 --> 18.495222 sigma out 1 act.( 21.159311 sig in 26 act.) RANK 23 NODE 17 --> 14.430546 sigma out 1 act.( 17.101419 sig in 25 act.) RANK 24 NODE 19 --> 14.269506 sigma out 1 act.( 20.571920 sig in 26 act.) RANK 25 NODE 9 --> 10.089276 sigma out 1 act.( 11.122545 sig in 26 act.) RANK 26 NODE 26 --> 9.7306528 sigma out 1 act.( 11.306106 sig in 26 act.) RANK 27 NODE 8 --> 2.9489110 sigma out 1 act.( 7.8067842 sig in 26 act.) RANK 1 NODE 1 --> 336.28943 sigma in 27 active inputs *********************************************** *** Learn Path 70 *** loss function: -0.47671857 *** contribution from regularisation: 1.46302953E-03 *** contribution from error: -0.47818160 *** contribution from DIAG: 3.54659423E-04 *********************************************** --------------------------------------------------- Iteration : 71 *********************************************** *** Learn Path 71 *** loss function: -0.47672117 *** contribution from regularisation: 1.46452303E-03 *** contribution from error: -0.47818568 *** contribution from DIAG: 3.53811483E-04 *********************************************** --------------------------------------------------- Iteration : 72 kill weight from layer 1 knot 7 to knot 2 *********************************************** *** Learn Path 72 *** loss function: -0.47672480 *** contribution from regularisation: 1.46500207E-03 *** contribution from error: -0.47818980 *** contribution from DIAG: 3.54819262E-04 *********************************************** --------------------------------------------------- Iteration : 73 *********************************************** *** Learn Path 73 *** loss function: -0.47673291 *** contribution from regularisation: 1.46114302E-03 *** contribution from error: -0.47819406 *** contribution from DIAG: 3.56184872E-04 *********************************************** --------------------------------------------------- Iteration : 74 *********************************************** *** Learn Path 74 *** loss function: -0.47673777 *** contribution from regularisation: 1.46039354E-03 *** contribution from error: -0.47819817 *** contribution from DIAG: 3.55507480E-04 *********************************************** --------------------------------------------------- Iteration : 75 *********************************************** *** Learn Path 75 *** loss function: -0.47673923 *** contribution from regularisation: 1.46290800E-03 *** contribution from error: -0.47820213 *** contribution from DIAG: 3.54537478E-04 *********************************************** --------------------------------------------------- Iteration : 76 kill weight from layer 1 knot 21 to knot 9 *********************************************** *** Learn Path 76 *** loss function: -0.47674567 *** contribution from regularisation: 1.46046956E-03 *** contribution from error: -0.47820613 *** contribution from DIAG: 3.55822849E-04 *********************************************** --------------------------------------------------- Iteration : 77 *********************************************** *** Learn Path 77 *** loss function: -0.47674823 *** contribution from regularisation: 1.46199227E-03 *** contribution from error: -0.47821021 *** contribution from DIAG: 3.55965283E-04 *********************************************** --------------------------------------------------- Iteration : 78 *********************************************** *** Learn Path 78 *** loss function: -0.47675285 *** contribution from regularisation: 1.46129110E-03 *** contribution from error: -0.47821414 *** contribution from DIAG: 3.55477678E-04 *********************************************** --------------------------------------------------- Iteration : 79 kill weight from layer 1 knot 17 to knot 16 *********************************************** *** Learn Path 79 *** loss function: -0.47675532 *** contribution from regularisation: 1.46267121E-03 *** contribution from error: -0.47821799 *** contribution from DIAG: 3.56311997E-04 *********************************************** --------------------------------------------------- Iteration : 80 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 263.05087 sigma out 27 active outputs RANK 2 NODE 2 --> 156.84361 sigma out 27 active outputs RANK 3 NODE 3 --> 109.21139 sigma out 27 active outputs RANK 4 NODE 6 --> 93.334175 sigma out 26 active outputs RANK 5 NODE 8 --> 87.504547 sigma out 27 active outputs RANK 6 NODE 4 --> 70.284256 sigma out 27 active outputs RANK 7 NODE 5 --> 67.618439 sigma out 27 active outputs RANK 8 NODE 7 --> 58.063469 sigma out 26 active outputs RANK 9 NODE 14 --> 55.774658 sigma out 27 active outputs RANK 10 NODE 11 --> 55.267990 sigma out 27 active outputs RANK 11 NODE 15 --> 50.550209 sigma out 27 active outputs RANK 12 NODE 12 --> 50.079273 sigma out 25 active outputs RANK 13 NODE 9 --> 42.648056 sigma out 27 active outputs RANK 14 NODE 16 --> 41.049068 sigma out 27 active outputs RANK 15 NODE 13 --> 37.535225 sigma out 27 active outputs RANK 16 NODE 19 --> 34.668705 sigma out 27 active outputs RANK 17 NODE 18 --> 34.064556 sigma out 27 active outputs RANK 18 NODE 17 --> 33.324928 sigma out 26 active outputs RANK 19 NODE 22 --> 24.823006 sigma out 26 active outputs RANK 20 NODE 20 --> 23.710567 sigma out 26 active outputs RANK 21 NODE 21 --> 22.899935 sigma out 26 active outputs RANK 22 NODE 23 --> 20.974365 sigma out 27 active outputs RANK 23 NODE 10 --> 19.156834 sigma out 27 active outputs RANK 24 NODE 25 --> 14.884923 sigma out 26 active outputs RANK 25 NODE 26 --> 13.653326 sigma out 27 active outputs RANK 26 NODE 24 --> 11.027166 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 159.46849 sigma in 26 act. ( 124.00394 sig out 1 act.) RANK 2 NODE 6 --> 138.76698 sigma in 26 act. ( 118.40448 sig out 1 act.) RANK 3 NODE 7 --> 138.30170 sigma in 26 act. ( 114.29334 sig out 1 act.) RANK 4 NODE 25 --> 131.99472 sigma in 26 act. ( 110.91275 sig out 1 act.) RANK 5 NODE 18 --> 110.98293 sigma in 26 act. ( 72.124489 sig out 1 act.) RANK 6 NODE 22 --> 96.637878 sigma in 26 act. ( 93.092735 sig out 1 act.) RANK 7 NODE 12 --> 96.399704 sigma in 26 act. ( 58.144466 sig out 1 act.) RANK 8 NODE 16 --> 89.014885 sigma in 24 act. ( 79.862961 sig out 1 act.) RANK 9 NODE 23 --> 83.106842 sigma in 26 act. ( 73.224915 sig out 1 act.) RANK 10 NODE 21 --> 76.785805 sigma in 26 act. ( 82.793098 sig out 1 act.) RANK 11 NODE 5 --> 65.432106 sigma in 26 act. ( 53.329620 sig out 1 act.) RANK 12 NODE 14 --> 58.133160 sigma in 26 act. ( 58.483177 sig out 1 act.) RANK 13 NODE 15 --> 56.334816 sigma in 26 act. ( 48.615589 sig out 1 act.) RANK 14 NODE 1 --> 50.384544 sigma in 26 act. ( 42.215839 sig out 1 act.) RANK 15 NODE 13 --> 48.119129 sigma in 26 act. ( 42.159729 sig out 1 act.) RANK 16 NODE 11 --> 47.380497 sigma in 25 act. ( 48.764545 sig out 1 act.) RANK 17 NODE 10 --> 45.150681 sigma in 25 act. ( 53.533436 sig out 1 act.) RANK 18 NODE 3 --> 33.828594 sigma in 26 act. ( 28.123684 sig out 1 act.) RANK 19 NODE 20 --> 27.114166 sigma in 25 act. ( 35.681316 sig out 1 act.) RANK 20 NODE 2 --> 26.425291 sigma in 23 act. ( 40.186150 sig out 1 act.) RANK 21 NODE 4 --> 26.241747 sigma in 26 act. ( 20.714355 sig out 1 act.) RANK 22 NODE 24 --> 21.190359 sigma in 26 act. ( 18.569778 sig out 1 act.) RANK 23 NODE 19 --> 20.622816 sigma in 26 act. ( 14.278284 sig out 1 act.) RANK 24 NODE 17 --> 17.040504 sigma in 25 act. ( 14.530550 sig out 1 act.) RANK 25 NODE 26 --> 11.289611 sigma in 26 act. ( 9.6759539 sig out 1 act.) RANK 26 NODE 9 --> 11.186891 sigma in 25 act. ( 10.230182 sig out 1 act.) RANK 27 NODE 8 --> 7.7757626 sigma in 26 act. ( 3.0134566 sig out 1 act.) sorted by output significance RANK 1 NODE 27 --> 124.00394 sigma out 1 act.( 159.46849 sig in 26 act.) RANK 2 NODE 6 --> 118.40448 sigma out 1 act.( 138.76698 sig in 26 act.) RANK 3 NODE 7 --> 114.29334 sigma out 1 act.( 138.30170 sig in 26 act.) RANK 4 NODE 25 --> 110.91275 sigma out 1 act.( 131.99472 sig in 26 act.) RANK 5 NODE 22 --> 93.092735 sigma out 1 act.( 96.637878 sig in 26 act.) RANK 6 NODE 21 --> 82.793098 sigma out 1 act.( 76.785805 sig in 26 act.) RANK 7 NODE 16 --> 79.862961 sigma out 1 act.( 89.014885 sig in 24 act.) RANK 8 NODE 23 --> 73.224915 sigma out 1 act.( 83.106842 sig in 26 act.) RANK 9 NODE 18 --> 72.124489 sigma out 1 act.( 110.98293 sig in 26 act.) RANK 10 NODE 14 --> 58.483177 sigma out 1 act.( 58.133160 sig in 26 act.) RANK 11 NODE 12 --> 58.144466 sigma out 1 act.( 96.399704 sig in 26 act.) RANK 12 NODE 10 --> 53.533436 sigma out 1 act.( 45.150681 sig in 25 act.) RANK 13 NODE 5 --> 53.329620 sigma out 1 act.( 65.432106 sig in 26 act.) RANK 14 NODE 11 --> 48.764545 sigma out 1 act.( 47.380497 sig in 25 act.) RANK 15 NODE 15 --> 48.615589 sigma out 1 act.( 56.334816 sig in 26 act.) RANK 16 NODE 1 --> 42.215839 sigma out 1 act.( 50.384544 sig in 26 act.) RANK 17 NODE 13 --> 42.159729 sigma out 1 act.( 48.119129 sig in 26 act.) RANK 18 NODE 2 --> 40.186150 sigma out 1 act.( 26.425291 sig in 23 act.) RANK 19 NODE 20 --> 35.681316 sigma out 1 act.( 27.114166 sig in 25 act.) RANK 20 NODE 3 --> 28.123684 sigma out 1 act.( 33.828594 sig in 26 act.) RANK 21 NODE 4 --> 20.714355 sigma out 1 act.( 26.241747 sig in 26 act.) RANK 22 NODE 24 --> 18.569778 sigma out 1 act.( 21.190359 sig in 26 act.) RANK 23 NODE 17 --> 14.530550 sigma out 1 act.( 17.040504 sig in 25 act.) RANK 24 NODE 19 --> 14.278284 sigma out 1 act.( 20.622816 sig in 26 act.) RANK 25 NODE 9 --> 10.230182 sigma out 1 act.( 11.186891 sig in 25 act.) RANK 26 NODE 26 --> 9.6759539 sigma out 1 act.( 11.289611 sig in 26 act.) RANK 27 NODE 8 --> 3.0134566 sigma out 1 act.( 7.7757626 sig in 26 act.) RANK 1 NODE 1 --> 336.32040 sigma in 27 active inputs *********************************************** *** Learn Path 80 *** loss function: -0.47676191 *** contribution from regularisation: 1.45983556E-03 *** contribution from error: -0.47822174 *** contribution from DIAG: 3.56821663E-04 *********************************************** --------------------------------------------------- Iteration : 81 *********************************************** *** Learn Path 81 *** loss function: -0.47676447 *** contribution from regularisation: 1.46099948E-03 *** contribution from error: -0.47822547 *** contribution from DIAG: 3.56589386E-04 *********************************************** --------------------------------------------------- Iteration : 82 kill weight from layer 1 knot 26 to knot 17 *********************************************** *** Learn Path 82 *** loss function: -0.47676978 *** contribution from regularisation: 1.45961100E-03 *** contribution from error: -0.47822937 *** contribution from DIAG: 3.56047560E-04 *********************************************** --------------------------------------------------- Iteration : 83 kill weight from layer 1 knot 21 to knot 21 *********************************************** *** Learn Path 83 *** loss function: -0.47677219 *** contribution from regularisation: 1.46072009E-03 *** contribution from error: -0.47823292 *** contribution from DIAG: 3.20683001E-04 *********************************************** --------------------------------------------------- Iteration : 84 *********************************************** *** Learn Path 84 *** loss function: -0.47677791 *** contribution from regularisation: 1.45855593E-03 *** contribution from error: -0.47823647 *** contribution from DIAG: 3.20838823E-04 *********************************************** --------------------------------------------------- Iteration : 85 kill weight from layer 1 knot 20 to knot 24 *********************************************** *** Learn Path 85 *** loss function: -0.47678176 *** contribution from regularisation: 1.45840517E-03 *** contribution from error: -0.47824016 *** contribution from DIAG: 3.55025899E-04 *********************************************** --------------------------------------------------- Iteration : 86 kill weight from layer 1 knot 7 to knot 1 *********************************************** *** Learn Path 86 *** loss function: -0.47678620 *** contribution from regularisation: 1.45743263E-03 *** contribution from error: -0.47824362 *** contribution from DIAG: 3.56881152E-04 *********************************************** --------------------------------------------------- Iteration : 87 *********************************************** *** Learn Path 87 *** loss function: -0.47679117 *** contribution from regularisation: 1.45594170E-03 *** contribution from error: -0.47824711 *** contribution from DIAG: 3.57595971E-04 *********************************************** --------------------------------------------------- Iteration : 88 kill weight from layer 1 knot 23 to knot 15 kill weight from layer 1 knot 5 to knot 24 *********************************************** *** Learn Path 88 *** loss function: -0.47679454 *** contribution from regularisation: 1.45606638E-03 *** contribution from error: -0.47825059 *** contribution from DIAG: 3.57962504E-04 *********************************************** --------------------------------------------------- Iteration : 89 kill weight from layer 1 knot 18 to knot 26 *********************************************** *** Learn Path 89 *** loss function: -0.47680321 *** contribution from regularisation: 1.45080336E-03 *** contribution from error: -0.47825402 *** contribution from DIAG: 3.57399316E-04 *********************************************** --------------------------------------------------- Iteration : 90 kill weight from layer 1 knot 18 to knot 15 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 261.96490 sigma out 27 active outputs RANK 2 NODE 2 --> 156.08490 sigma out 27 active outputs RANK 3 NODE 3 --> 109.21615 sigma out 27 active outputs RANK 4 NODE 6 --> 92.508598 sigma out 26 active outputs RANK 5 NODE 8 --> 87.035027 sigma out 27 active outputs RANK 6 NODE 4 --> 70.317307 sigma out 27 active outputs RANK 7 NODE 5 --> 67.650505 sigma out 26 active outputs RANK 8 NODE 7 --> 58.037556 sigma out 25 active outputs RANK 9 NODE 14 --> 55.650822 sigma out 27 active outputs RANK 10 NODE 11 --> 54.666027 sigma out 27 active outputs RANK 11 NODE 15 --> 50.107075 sigma out 27 active outputs RANK 12 NODE 12 --> 49.944016 sigma out 25 active outputs RANK 13 NODE 9 --> 42.483181 sigma out 27 active outputs RANK 14 NODE 16 --> 41.068523 sigma out 27 active outputs RANK 15 NODE 13 --> 37.279343 sigma out 27 active outputs RANK 16 NODE 19 --> 34.527672 sigma out 27 active outputs RANK 17 NODE 18 --> 34.183899 sigma out 25 active outputs RANK 18 NODE 17 --> 33.307076 sigma out 26 active outputs RANK 19 NODE 22 --> 24.783308 sigma out 26 active outputs RANK 20 NODE 20 --> 23.652105 sigma out 25 active outputs RANK 21 NODE 21 --> 22.958893 sigma out 25 active outputs RANK 22 NODE 23 --> 20.914642 sigma out 26 active outputs RANK 23 NODE 10 --> 19.047735 sigma out 27 active outputs RANK 24 NODE 25 --> 14.787640 sigma out 26 active outputs RANK 25 NODE 26 --> 13.669152 sigma out 26 active outputs RANK 26 NODE 24 --> 10.949382 sigma out 26 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 159.04211 sigma in 26 act. ( 123.37558 sig out 1 act.) RANK 2 NODE 6 --> 138.09538 sigma in 26 act. ( 118.06401 sig out 1 act.) RANK 3 NODE 7 --> 137.56506 sigma in 26 act. ( 114.16831 sig out 1 act.) RANK 4 NODE 25 --> 131.22995 sigma in 26 act. ( 110.99321 sig out 1 act.) RANK 5 NODE 18 --> 110.69010 sigma in 26 act. ( 71.437729 sig out 1 act.) RANK 6 NODE 22 --> 96.266701 sigma in 26 act. ( 92.733727 sig out 1 act.) RANK 7 NODE 12 --> 96.036240 sigma in 26 act. ( 57.695972 sig out 1 act.) RANK 8 NODE 16 --> 88.904594 sigma in 24 act. ( 79.471764 sig out 1 act.) RANK 9 NODE 23 --> 82.894020 sigma in 26 act. ( 72.710243 sig out 1 act.) RANK 10 NODE 21 --> 76.221329 sigma in 25 act. ( 82.775162 sig out 1 act.) RANK 11 NODE 5 --> 65.298050 sigma in 26 act. ( 52.865475 sig out 1 act.) RANK 12 NODE 14 --> 57.930969 sigma in 26 act. ( 58.166939 sig out 1 act.) RANK 13 NODE 15 --> 56.107140 sigma in 24 act. ( 48.402565 sig out 1 act.) RANK 14 NODE 1 --> 50.277775 sigma in 25 act. ( 42.193905 sig out 1 act.) RANK 15 NODE 13 --> 47.842789 sigma in 26 act. ( 42.205666 sig out 1 act.) RANK 16 NODE 11 --> 47.293316 sigma in 25 act. ( 48.557808 sig out 1 act.) RANK 17 NODE 10 --> 45.090084 sigma in 25 act. ( 53.362301 sig out 1 act.) RANK 18 NODE 3 --> 33.743504 sigma in 26 act. ( 28.136181 sig out 1 act.) RANK 19 NODE 20 --> 26.994802 sigma in 25 act. ( 35.519485 sig out 1 act.) RANK 20 NODE 2 --> 26.335407 sigma in 23 act. ( 40.196537 sig out 1 act.) RANK 21 NODE 4 --> 26.210604 sigma in 26 act. ( 20.710449 sig out 1 act.) RANK 22 NODE 24 --> 21.132084 sigma in 24 act. ( 18.587870 sig out 1 act.) RANK 23 NODE 19 --> 20.580448 sigma in 26 act. ( 14.264483 sig out 1 act.) RANK 24 NODE 17 --> 16.901686 sigma in 24 act. ( 14.572027 sig out 1 act.) RANK 25 NODE 26 --> 11.220221 sigma in 25 act. ( 9.6552105 sig out 1 act.) RANK 26 NODE 9 --> 11.211421 sigma in 25 act. ( 10.314301 sig out 1 act.) RANK 27 NODE 8 --> 7.7019567 sigma in 26 act. ( 3.0220525 sig out 1 act.) sorted by output significance RANK 1 NODE 27 --> 123.37558 sigma out 1 act.( 159.04211 sig in 26 act.) RANK 2 NODE 6 --> 118.06401 sigma out 1 act.( 138.09538 sig in 26 act.) RANK 3 NODE 7 --> 114.16831 sigma out 1 act.( 137.56506 sig in 26 act.) RANK 4 NODE 25 --> 110.99321 sigma out 1 act.( 131.22995 sig in 26 act.) RANK 5 NODE 22 --> 92.733727 sigma out 1 act.( 96.266701 sig in 26 act.) RANK 6 NODE 21 --> 82.775162 sigma out 1 act.( 76.221329 sig in 25 act.) RANK 7 NODE 16 --> 79.471764 sigma out 1 act.( 88.904594 sig in 24 act.) RANK 8 NODE 23 --> 72.710243 sigma out 1 act.( 82.894020 sig in 26 act.) RANK 9 NODE 18 --> 71.437729 sigma out 1 act.( 110.69010 sig in 26 act.) RANK 10 NODE 14 --> 58.166939 sigma out 1 act.( 57.930969 sig in 26 act.) RANK 11 NODE 12 --> 57.695972 sigma out 1 act.( 96.036240 sig in 26 act.) RANK 12 NODE 10 --> 53.362301 sigma out 1 act.( 45.090084 sig in 25 act.) RANK 13 NODE 5 --> 52.865475 sigma out 1 act.( 65.298050 sig in 26 act.) RANK 14 NODE 11 --> 48.557808 sigma out 1 act.( 47.293316 sig in 25 act.) RANK 15 NODE 15 --> 48.402565 sigma out 1 act.( 56.107140 sig in 24 act.) RANK 16 NODE 13 --> 42.205666 sigma out 1 act.( 47.842789 sig in 26 act.) RANK 17 NODE 1 --> 42.193905 sigma out 1 act.( 50.277775 sig in 25 act.) RANK 18 NODE 2 --> 40.196537 sigma out 1 act.( 26.335407 sig in 23 act.) RANK 19 NODE 20 --> 35.519485 sigma out 1 act.( 26.994802 sig in 25 act.) RANK 20 NODE 3 --> 28.136181 sigma out 1 act.( 33.743504 sig in 26 act.) RANK 21 NODE 4 --> 20.710449 sigma out 1 act.( 26.210604 sig in 26 act.) RANK 22 NODE 24 --> 18.587870 sigma out 1 act.( 21.132084 sig in 24 act.) RANK 23 NODE 17 --> 14.572027 sigma out 1 act.( 16.901686 sig in 24 act.) RANK 24 NODE 19 --> 14.264483 sigma out 1 act.( 20.580448 sig in 26 act.) RANK 25 NODE 9 --> 10.314301 sigma out 1 act.( 11.211421 sig in 25 act.) RANK 26 NODE 26 --> 9.6552105 sigma out 1 act.( 11.220221 sig in 25 act.) RANK 27 NODE 8 --> 3.0220525 sigma out 1 act.( 7.7019567 sig in 26 act.) RANK 1 NODE 1 --> 335.19632 sigma in 27 active inputs *********************************************** *** Learn Path 90 *** loss function: -0.47680685 *** contribution from regularisation: 1.45048508E-03 *** contribution from error: -0.47825733 *** contribution from DIAG: 3.58235760E-04 *********************************************** --------------------------------------------------- Iteration : 91 *********************************************** *** Learn Path 91 *** loss function: -0.47681198 *** contribution from regularisation: 1.44884037E-03 *** contribution from error: -0.47826082 *** contribution from DIAG: 3.56781587E-04 *********************************************** --------------------------------------------------- Iteration : 92 kill weight from layer 1 knot 15 to knot 8 kill weight from layer 1 knot 12 to knot 22 *********************************************** *** Learn Path 92 *** loss function: -0.47681516 *** contribution from regularisation: 1.44910277E-03 *** contribution from error: -0.47826427 *** contribution from DIAG: 3.58434045E-04 *********************************************** --------------------------------------------------- Iteration : 93 kill weight from layer 1 knot 12 to knot 3 kill weight from layer 1 knot 24 to knot 23 *********************************************** *** Learn Path 93 *** loss function: -0.47682056 *** contribution from regularisation: 1.44715211E-03 *** contribution from error: -0.47826770 *** contribution from DIAG: 3.59217694E-04 *********************************************** --------------------------------------------------- Iteration : 94 kill weight from layer 1 knot 19 to knot 2 kill weight from layer 1 knot 12 to knot 8 kill weight from layer 1 knot 16 to knot 26 *********************************************** *** Learn Path 94 *** loss function: -0.47682714 *** contribution from regularisation: 1.44401251E-03 *** contribution from error: -0.47827116 *** contribution from DIAG: 3.58643563E-04 *********************************************** --------------------------------------------------- Iteration : 95 kill weight from layer 1 knot 17 to knot 20 *********************************************** *** Learn Path 95 *** loss function: -0.47683403 *** contribution from regularisation: 1.44003832E-03 *** contribution from error: -0.47827408 *** contribution from DIAG: 3.59307101E-04 *********************************************** --------------------------------------------------- Iteration : 96 *********************************************** *** Learn Path 96 *** loss function: -0.47683710 *** contribution from regularisation: 1.44030107E-03 *** contribution from error: -0.47827739 *** contribution from DIAG: 3.60639970E-04 *********************************************** --------------------------------------------------- Iteration : 97 *********************************************** *** Learn Path 97 *** loss function: -0.47684196 *** contribution from regularisation: 1.43875566E-03 *** contribution from error: -0.47828072 *** contribution from DIAG: 3.60451755E-04 *********************************************** --------------------------------------------------- Iteration : 98 *********************************************** *** Learn Path 98 *** loss function: -0.47684374 *** contribution from regularisation: 1.44013180E-03 *** contribution from error: -0.47828388 *** contribution from DIAG: 3.61023500E-04 *********************************************** --------------------------------------------------- Iteration : 99 *********************************************** *** Learn Path 99 *** loss function: -0.47684848 *** contribution from regularisation: 1.43857661E-03 *** contribution from error: -0.47828707 *** contribution from DIAG: 3.59609665E-04 *********************************************** --------------------------------------------------- Iteration : 100 SIGNIFICANCE OF OUTPUTS IN LAYER 1 RANK 1 NODE 1 --> 263.43036 sigma out 27 active outputs RANK 2 NODE 2 --> 156.75002 sigma out 27 active outputs RANK 3 NODE 3 --> 109.34849 sigma out 27 active outputs RANK 4 NODE 6 --> 93.003212 sigma out 26 active outputs RANK 5 NODE 8 --> 87.690475 sigma out 27 active outputs RANK 6 NODE 4 --> 70.172882 sigma out 27 active outputs RANK 7 NODE 5 --> 68.140457 sigma out 26 active outputs RANK 8 NODE 7 --> 58.319946 sigma out 25 active outputs RANK 9 NODE 14 --> 55.770603 sigma out 27 active outputs RANK 10 NODE 11 --> 55.183266 sigma out 27 active outputs RANK 11 NODE 12 --> 50.697395 sigma out 22 active outputs RANK 12 NODE 15 --> 50.628109 sigma out 26 active outputs RANK 13 NODE 9 --> 43.105782 sigma out 27 active outputs RANK 14 NODE 16 --> 41.178875 sigma out 26 active outputs RANK 15 NODE 13 --> 37.362118 sigma out 27 active outputs RANK 16 NODE 19 --> 34.681068 sigma out 26 active outputs RANK 17 NODE 18 --> 34.144932 sigma out 25 active outputs RANK 18 NODE 17 --> 33.296646 sigma out 25 active outputs RANK 19 NODE 22 --> 24.886614 sigma out 26 active outputs RANK 20 NODE 20 --> 23.621586 sigma out 25 active outputs RANK 21 NODE 21 --> 22.787357 sigma out 25 active outputs RANK 22 NODE 23 --> 20.949350 sigma out 26 active outputs RANK 23 NODE 10 --> 19.849966 sigma out 27 active outputs RANK 24 NODE 25 --> 14.814716 sigma out 26 active outputs RANK 25 NODE 26 --> 13.709266 sigma out 26 active outputs RANK 26 NODE 24 --> 10.881499 sigma out 25 active outputs SIGNIFICANCE OF INPUTS TO LAYER 2 sorted by input significance RANK 1 NODE 27 --> 159.76266 sigma in 26 act. ( 124.67462 sig out 1 act.) RANK 2 NODE 6 --> 138.71434 sigma in 26 act. ( 119.14694 sig out 1 act.) RANK 3 NODE 7 --> 138.18391 sigma in 26 act. ( 115.29397 sig out 1 act.) RANK 4 NODE 25 --> 132.15376 sigma in 26 act. ( 111.32926 sig out 1 act.) RANK 5 NODE 18 --> 111.08638 sigma in 26 act. ( 72.635620 sig out 1 act.) RANK 6 NODE 22 --> 96.800316 sigma in 25 act. ( 93.050858 sig out 1 act.) RANK 7 NODE 12 --> 96.538315 sigma in 26 act. ( 58.392113 sig out 1 act.) RANK 8 NODE 16 --> 89.360603 sigma in 24 act. ( 80.036919 sig out 1 act.) RANK 9 NODE 23 --> 83.295113 sigma in 25 act. ( 73.493736 sig out 1 act.) RANK 10 NODE 21 --> 77.006157 sigma in 25 act. ( 83.101509 sig out 1 act.) RANK 11 NODE 5 --> 65.480347 sigma in 26 act. ( 53.381790 sig out 1 act.) RANK 12 NODE 14 --> 58.184322 sigma in 26 act. ( 58.448853 sig out 1 act.) RANK 13 NODE 15 --> 56.375782 sigma in 24 act. ( 48.734638 sig out 1 act.) RANK 14 NODE 1 --> 50.561985 sigma in 25 act. ( 42.616611 sig out 1 act.) RANK 15 NODE 13 --> 48.163742 sigma in 26 act. ( 42.381157 sig out 1 act.) RANK 16 NODE 11 --> 47.524776 sigma in 25 act. ( 48.845356 sig out 1 act.) RANK 17 NODE 10 --> 45.225990 sigma in 25 act. ( 53.889179 sig out 1 act.) RANK 18 NODE 3 --> 33.937317 sigma in 25 act. ( 28.333555 sig out 1 act.) RANK 19 NODE 20 --> 27.109192 sigma in 24 act. ( 35.745602 sig out 1 act.) RANK 20 NODE 2 --> 26.560583 sigma in 22 act. ( 40.524040 sig out 1 act.) RANK 21 NODE 4 --> 26.337446 sigma in 26 act. ( 20.814503 sig out 1 act.) RANK 22 NODE 24 --> 21.205763 sigma in 24 act. ( 18.744963 sig out 1 act.) RANK 23 NODE 19 --> 20.679766 sigma in 26 act. ( 14.454440 sig out 1 act.) RANK 24 NODE 17 --> 16.918180 sigma in 24 act. ( 14.687641 sig out 1 act.) RANK 25 NODE 9 --> 11.292819 sigma in 25 act. ( 10.481770 sig out 1 act.) RANK 26 NODE 26 --> 11.234727 sigma in 24 act. ( 9.7185793 sig out 1 act.) RANK 27 NODE 8 --> 7.6824274 sigma in 24 act. ( 3.0857701 sig out 1 act.) sorted by output significance RANK 1 NODE 27 --> 124.67462 sigma out 1 act.( 159.76266 sig in 26 act.) RANK 2 NODE 6 --> 119.14694 sigma out 1 act.( 138.71434 sig in 26 act.) RANK 3 NODE 7 --> 115.29397 sigma out 1 act.( 138.18391 sig in 26 act.) RANK 4 NODE 25 --> 111.32926 sigma out 1 act.( 132.15376 sig in 26 act.) RANK 5 NODE 22 --> 93.050858 sigma out 1 act.( 96.800316 sig in 25 act.) RANK 6 NODE 21 --> 83.101509 sigma out 1 act.( 77.006157 sig in 25 act.) RANK 7 NODE 16 --> 80.036919 sigma out 1 act.( 89.360603 sig in 24 act.) RANK 8 NODE 23 --> 73.493736 sigma out 1 act.( 83.295113 sig in 25 act.) RANK 9 NODE 18 --> 72.635620 sigma out 1 act.( 111.08638 sig in 26 act.) RANK 10 NODE 14 --> 58.448853 sigma out 1 act.( 58.184322 sig in 26 act.) RANK 11 NODE 12 --> 58.392113 sigma out 1 act.( 96.538315 sig in 26 act.) RANK 12 NODE 10 --> 53.889179 sigma out 1 act.( 45.225990 sig in 25 act.) RANK 13 NODE 5 --> 53.381790 sigma out 1 act.( 65.480347 sig in 26 act.) RANK 14 NODE 11 --> 48.845356 sigma out 1 act.( 47.524776 sig in 25 act.) RANK 15 NODE 15 --> 48.734638 sigma out 1 act.( 56.375782 sig in 24 act.) RANK 16 NODE 1 --> 42.616611 sigma out 1 act.( 50.561985 sig in 25 act.) RANK 17 NODE 13 --> 42.381157 sigma out 1 act.( 48.163742 sig in 26 act.) RANK 18 NODE 2 --> 40.524040 sigma out 1 act.( 26.560583 sig in 22 act.) RANK 19 NODE 20 --> 35.745602 sigma out 1 act.( 27.109192 sig in 24 act.) RANK 20 NODE 3 --> 28.333555 sigma out 1 act.( 33.937317 sig in 25 act.) RANK 21 NODE 4 --> 20.814503 sigma out 1 act.( 26.337446 sig in 26 act.) RANK 22 NODE 24 --> 18.744963 sigma out 1 act.( 21.205763 sig in 24 act.) RANK 23 NODE 17 --> 14.687641 sigma out 1 act.( 16.918180 sig in 24 act.) RANK 24 NODE 19 --> 14.454440 sigma out 1 act.( 20.679766 sig in 26 act.) RANK 25 NODE 9 --> 10.481770 sigma out 1 act.( 11.292819 sig in 25 act.) RANK 26 NODE 26 --> 9.7185793 sigma out 1 act.( 11.234727 sig in 24 act.) RANK 27 NODE 8 --> 3.0857701 sigma out 1 act.( 7.6824274 sig in 24 act.) RANK 1 NODE 1 --> 337.89471 sigma in 27 active inputs *********************************************** *** Learn Path 100 *** loss function: -0.47685075 *** contribution from regularisation: 1.43946125E-03 *** contribution from error: -0.47829020 *** contribution from DIAG: 3.58773337E-04 *********************************************** -----------------> Test sample END OF LEARNING , export EXPERTISE WRITE NETWORK WEIGHTS TO EXPERTISE NB_AHITOUT: storage space 123972 Training Complete :) Network Config file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Kaon/Upstream/GlobalPID_Kaon_Upstream_ANN.txt Training parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Kaon/Upstream/train-config.txt Input Data file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Kaon/Upstream/datafiles.txt Neurobayes parameters file = /afs/cern.ch/user/j/jonrob/cmtuser/Brunel_HEAD/Rec/ChargedProtoANNPIDTeacher/training/results/MC12/TrainKeepGhosts-EvalKeepGhosts-NaturalMix/NoPreSels-WithGECs/DIAG/ENTROPY/LD1/NOBFGS/621/Kaon/Upstream/NB.txt Training Host = lxplus436.cern.ch Particle type = kaon Background types = all Training Mix = NaturalMix Track type = Upstream Track PresSel = TrackPreSelNone Network type = NeuroBayes Ghost treatment = Ghosts Ghosts Min P = 0 MeV/c Min Pt = 0 MeV/c Max Chi^2 = 10 Min likelihood = -100 Max Ghost Prob = 1 Output file = GlobalPID_Kaon_Upstream_NeuroBayes.conf Skipping input #RichUsedR2Gas Skipping input #RichAboveElThres Skipping input #RichAboveMuThres Training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Training sample size = 1000000 Evaluation sample size = 5000000 Node layer two scale = 1.2 Input layer has 24 nodes, hidden layer has 27 nodes NB_DEF_TASK = CLA NB_DEF_MOM = 0 NB_DEF_REG = ALL NB_DEF_LOSS = ENTROPY NB_DEF_METHOD = NOBFGS NB_DEF_SHAPE = DIAG NB_DEF_LEARNDIAG = 1 NB_DEF_PRE = 621 Attempting to open training ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13d.root Found 5016459 training data points Read entry 501645 (9.99998%) Read entry 1003290 (20%) Read entry 1504935 (29.9999%) Read entry 2006580 (39.9999%) Read entry 2508225 (49.9999%) Read entry 3009870 (59.9999%) Read entry 3511515 (69.9999%) Read entry 4013160 (79.9999%) Read entry 4514805 (89.9998%) Read entry 5016450 (99.9998%) Considered 5016459 tracks for input to NN training Sel. Eff. = 15.3957% Selected 772320 tracks for input to NN training ghost percentage = 31.254% electron percentage = 4.90095% muon percentage = 0.306868% pion percentage = 53.4443% kaon percentage = 7.06508% Unknown Particle type 411 percentage = 0.00038844% Unknown Particle type 431 percentage = 0.00012948% Unknown Particle type 521 percentage = 0.00012948% proton percentage = 2.93674% Unknown Particle type 3112 percentage = 0.0337943% Unknown Particle type 3222 percentage = 0.0280972% Unknown Particle type 3312 percentage = 0.0130775% Unknown Particle type 3334 percentage = 0.00077688% Unknown Particle type 1000010020 percentage = 0.00246012% Unknown Particle type 1000010030 percentage = 0.00297804% Unknown Particle type 1000020040 percentage = 0.0102289% Making plots for input NumProtoParticles Creating ROOT directory NNcut0.025 Creating ROOT directory NNcut0.050 Creating ROOT directory NNcut0.075 Creating ROOT directory NNcut0.100 Creating ROOT directory NNcut0.125 Creating ROOT directory NNcut0.150 Creating ROOT directory NNcut0.175 Creating ROOT directory NNcut0.200 Creating ROOT directory NNcut0.350 Creating ROOT directory NNcut0.500 Creating ROOT directory NNcut0.750 Creating ROOT directory NNcut0.900 Creating ROOT directory DLLcut-6.000 Creating ROOT directory DLLcut-5.500 Creating ROOT directory DLLcut-5.000 Creating ROOT directory DLLcut-4.500 Creating ROOT directory DLLcut-4.000 Creating ROOT directory DLLcut-3.500 Creating ROOT directory DLLcut-3.000 Creating ROOT directory DLLcut-2.500 Creating ROOT directory DLLcut-2.000 Creating ROOT directory DLLcut-1.500 Creating ROOT directory DLLcut-1.000 Creating ROOT directory DLLcut-0.500 Creating ROOT directory DLLcut0.000 Creating ROOT directory DLLcut0.500 Creating ROOT directory DLLcut1.000 Creating ROOT directory DLLcut1.500 Creating ROOT directory DLLcut2.000 Creating ROOT directory DLLcut2.500 Creating ROOT directory DLLcut3.000 Creating ROOT directory DLLcut3.500 Creating ROOT directory DLLcut4.000 Creating ROOT directory DLLcut4.500 Creating ROOT directory DLLcut5.000 Creating ROOT directory DLLcut5.500 Creating ROOT directory DLLcut6.000 Making plots for input TrackP Making plots for input TrackPt Making plots for input TrackChi2PerDof Making plots for input TrackNumDof Making plots for input TrackLikelihood Making plots for input TrackGhostProbability Making plots for input TrackCloneDist Making plots for input TrackFitVeloChi2 Making plots for input TrackFitVeloNDoF Making plots for input RichUsedAero Making plots for input RichUsedR1Gas Making plots for input RichAbovePiThres Making plots for input RichAboveKaThres Making plots for input RichAbovePrThres Making plots for input RichDLLe Making plots for input RichDLLmu Making plots for input RichDLLk Making plots for input RichDLLp Making plots for input RichDLLbt Making plots for input InAccBrem Making plots for input BremPIDe Making plots for input VeloCharge Attempting to open evaluation ROOT file /castor/cern.ch/user/j/jonrob/ProtoParticlePIDtuples/MC12-Binc-nu2.5/Reco13a.root Found 2528565 evaluation data points Read entry 252856 (9.99998%) Read entry 505712 (20%) Read entry 758568 (29.9999%) Read entry 1011424 (39.9999%) Read entry 1264280 (49.9999%) Read entry 1517136 (59.9999%) Read entry 1769992 (69.9999%) Read entry 2022848 (79.9998%) Read entry 2275704 (89.9998%) Read entry 2528560 (99.9998%) Making final performance plots ... Finished... asciiToRoot: converting ahist.txt to Root format ... finished Found 23 input variables. ***************Training results***************** number of nodes in the 1st layer: 26 number of nodes in the 2nd layer: 27 number of nodes in the 3rd layer: 1 number of iterations: 100